This year I also embedded the (1,2-gram) tfidf vectors of all papers with t-sne and placed them in an interface where you can navigate them visually. I'm not sure if it's useful but it's really cool.

Below every paper are TOP 100 most-occuring words in that paper and their color is based on LDA topic model with k = 7.

(It looks like 0 = datasets?, 1 = deep learning, 2 = videos , 3 = 3D Computer Vision , 4 = optimization?, 5 = low-level Computer Vision?, 6 = descriptors?)

Toggle LDA topics to sort by: TOPIC0 TOPIC1 TOPIC2 TOPIC3 TOPIC4 TOPIC5 TOPIC6

Going Deeper With Convolutions

Szegedy, Christian, Liu, Wei, Jia, Yangqing, Sermanet, Pierre, Reed, Scott, Anguelov, Dragomir, Erhan, Dumitru, Vanhoucke, Vincent, Rabinovich, Andrew





[ learning, work, vision, visual ] [ conv, inception, network, deep, convolutional, layer, architecture, neural, googlenet, maxpool, increase, ilsvrc, imagenet, size, performance, table, pooling, output, depthconcat, larger, suggests, challenge, training, higher, increasing, ensemble, max, top, pool, trained, accuracy, connected, improved, compared, previous, increased, stage, expensive, dropout, auxiliary, validation, design, highly ] [ detection, object, bounding, box, based, average ] [ model, approach, current, single, localization, error, inference, structure, depth, allows ] [ number, sparse, computational, data, linear, order, main, reduction, optimal, matrix, problem, construction ] [ computer, figure, quality, result ] [ image, large, well, dense, external, rate, region ]

Propagated Image Filtering

Rick Chang, Jen-Hao, Frank Wang, Yu-Chiang





[ process, highest, example, probability, relationship, processing, existing, expected, goal ] [ smoothing, context, input, output, apply, better, window, belief, standard, highly, intermediate, performance ] [ path, weight, based, viewed, calculate, utilize, propose ] [ adjacent, neighboring ] [ geodesic, note, algorithm, consider, computation, parameter, explicit, proposed, base, fusion, problem, solving, speedup ] [ pixel, figure, photometric, acm, result, produced, noise, preserving, pattern, small, color, verify ] [ image, propagation, bilateral, guided, mixing, psnr, ssim, spatial, denoising, dpf, filtering, textural, recursive, filter, distance, connecting, applied, performing, large, compare, choose, preserve, dgf, determine, calculates, calculated, desirable, difference, gradient, undesirable ]

Web Scale Photo Hash Clustering on A Single Machine

Gong, Yunchao, Pawlowski, Marcin, Yang, Fei, Brandy, Louis, Bourdev, Lubomir, Fergus, Rob





[ photo, perform, store, purity, work, dataset, set, learning, stream, introduce, amount, web ] [ table, deep, build, convolutional, neural, standard, size, better ] [ online, based, truth, propose, object ] [ step, point, single, ground, represent ] [ clustering, binary, cluster, number, hash, method, data, algorithm, problem, proposed, hashing, time, trending, compact, speedup, kmeans, lookup, running, spam, huge, complexity, batch, machine, hamming, quantization, endfor, update, faster, kmedoids, optimization, duplicate, easily, extremely, bkmeans ] [ figure, directly, center, speed, enables, handle ] [ large, image, nearest, fast, distance, internet, applied ]

Expanding Object Detector's Horizon: Incremental Learning Framework for Object Detection in Videos

Kuznetsova, Alina, Ju Hwang, Sung, Rosenhahn, Bodo, Sigal, Leonid





[ domain, lme, learning, embedding, adaptation, dataset, adl, unlabeled, incremental, yto, test, set, category, incrementally, unsupervised, source, existing, work, labeled, select, positive, prototype, datasets, visual, lifelong, instance, baseline, arriving, ucn, newly, adapting ] [ performance, class, detector, feature, imagenet, learned, training, trained, map, improve, expanded, learn, train ] [ object, detection, video, target, based, track, bounding, framework, appearance, temporal ] [ model, initial, probabilistic, approach, continuously, detected, continuous ] [ data, method, original, complexity, sample, proposed, expansion, problem, space, note, distribution, formulated, number, respect ] [ figure ] [ image, similarity, large, corresponding, well ]

Supervised Discrete Hashing

Shen, Fumin, Shen, Chunhua, Liu, Wei, Tao Shen, Heng





[ supervised, learning, set, label, test, dataset, embedding ] [ training, loss, table, learned, map, compared, achieve, learn, performance, achieves, better, feature ] [ precision, propose, cyclic, based, generate ] [ discrete, approach, joint, coordinate ] [ hashing, binary, hash, sdh, code, problem, method, optimization, linear, data, proposed, fasthash, ksh, hamming, solve, min, ssh, bit, solution, optimal, bre, hinge, algorithm, nonlinear, kernel, mlh, function, original, regularization, matrix, time, number, mnist, comparative, form, maximum, formulation, graph, vector, iteratively, imh ] [ length, high, figure, ieee ] [ large, retrieval, image, distance, anchor, similarity, best, query ]

What do 15,000 Object Categories Tell Us About Classifying and Localizing Actions?

Jain, Mihir, van Gemert, Jan C., Snoek, Cees G. M.





[ set, dataset, study, human, test, category, evaluation, learning, preference, datasets, localizing, semantically, selected, include, work, relevant ] [ representation, recognition, accuracy, adding, table, fisher, validation, better, improve, improvement, conduct, learned, classifying, kth, performance, jain, class, discriminative, response, top, improves, follow, convolutional, train, training ] [ action, object, video, average, responsive, matter, combined, weight, avoidance, ucf, wang, key, peng, interest, tubelet, barbell, groundtruth, three, thumos ] [ localization, approach, modeling, qualitative ] [ encoding, number, experiment, empirical, selection, consider, vector ] [ motion, figure, preferred, high ] [ best, large, local, compare ]

Landmarks-Based Kernelized Subspace Alignment for Unsupervised Domain Adaptation

Aljundi, Rahaf, Emonet, Remi, Muselet, Damien, Sebban, Marc





[ source, domain, adaptation, unsupervised, selected, learning, transfer, select, common, labeled, vision, set, lssa, visual, perform, tjm, work, process, adapt, strategy, dataset ] [ standard, learned, better, table, learn, reduce, recognition ] [ target, candidate, overlap, state, art, measure, based, multiscale, threshold, lot ] [ landmark, alignment, approach, projected, joint, independent, allows, project, point, step ] [ subspace, data, selection, method, kernel, distribution, linear, algorithm, space, geodesic, note, gaussian, mapping, experimental, eigenvectors, projection, order, optimization, consider ] [ figure, shift, computer, deviation, paper, quality, pattern, international ] [ comparison, outperforms, best, connecting, transformation, matching, scale, considered, closer, deal, assumes, compute ]

Blur Kernel Estimation Using Normalized Color-Line Prior

Lai, Wei-Sheng, Ding, Jian-Jiun, Lin, Yen-Yu, Chuang, Yung-Yu





[ sun, dataset, latent, vision, visual, set, process, example, european ] [ intermediate, input, effective, better, apply ] [ edge, mask, success, propose, salient, contrast ] [ prior, estimation, model, error, step ] [ kernel, method, algorithm, normalized, proposed, minimize, problem, number, objective, minimizing, optimization, optimize, solution, distribution ] [ blur, figure, sharp, color, blurred, deconvolution, computer, conference, blind, michaeli, ieee, rjk, equation, irani, pixel, cho, ratio, pattern, noise, shock, lee, deblurring, levin, krishnan, jia, restore, enhancing, international, avoid, enhance, estimated, sharper, camera ] [ image, patch, distance, rate, sampled, external, choose, good ]

A Light Transport Model for Mitigating Multipath Interference in Time-of-Flight Sensors

Naik, Nikhil, Kadambi, Achuta, Rhemann, Christoph, Izadi, Shahram, Raskar, Ramesh, Bing Kang, Sing





[ work, contribution, physical, transient ] [ global, indirect, structured, applying, standard, microsoft ] [ truth, propose, multiple ] [ depth, scene, error, ground, kinect, point, shape, capture, model, provide, continuous, approach, single ] [ method, problem, time, iterative, note, range, algorithm, solution, analysis, proposed, approximate, form ] [ light, direct, mpi, figure, tof, transport, optical, illumination, multipath, phase, interference, correction, measured, frequency, sensor, technique, subsurface, camera, corrected, nayar, acm, gupta, separation, imaging, paper, scattering, modulation, received, rmse, separate, projector, equation, radiance, high, amplitude, bounce, component, computer, hardware, simulated, wax, requires, inverse, sin, acquisition ] [ corner, image, implementation ]

Traditional Saliency Reloaded: A Good Old Model in New Shape

Frintrop, Simone, Werner, Thomas, Martin Garcia, German





[ system, visual, human, evaluation, vision ] [ feature, map, pyramid, performance, layer, smoothing, global, designed ] [ saliency, object, salient, contrast, invt, based, detection, surround, attention, twin, measure, segmentation, eye, proposal, itti, three, turned, precise, average, integration, arithmetic, suited, recall ] [ approach, location, model, structure, prior, current ] [ method, computation, space, corresponds, fusion, original, data, basic, computational ] [ color, center, intensity, theory, mobile, figure, simple, elegant, separation, ratio, high ] [ image, compute, well, large, good, region, outperforms, local, scale, benchmark, weighting, weighted ]

Automatic Construction Of Robust Spherical Harmonic Subspaces

Snape, Patrick, Panagakis, Yannis, Zafeiriou, Stefanos





[ set, provided, existing, automatically, perform, active, example ] [ training, class, input, representation, build, involves ] [ appearance, object, propose ] [ shape, facial, alignment, model, single, surface, provide, face, performed, helen, expression, morphable, aam, normal, allows ] [ order, subspace, basis, problem, matrix, decomposition, rank, method, low, algorithm, linear, number, harmonic, proposed, time, sparse, data, tensor, svd, solution, denotes, case, argmin, update, solved, solving, seek ] [ recover, photometric, recovered, lighting, robust, recovery, stereo, uncalibrated, ieee, spherical, accurate, illumination, figure, recovering, tom, component, frequency, directly, lambertian, light, unknown, optical, lee, technique, pixel, warped ] [ image, dense, correspondence, reference, large ]

Leveraging Stereo Matching With Learning-Based Confidence Measures

Park, Min-Gyu, Yoon, Kuk-Jin





[ predicted, prediction, selected, set, learning, datasets, correct, consistency, select ] [ performance, feature, input, training, improvement, accuracy, map, negative, improves, learned, trained ] [ cost, measure, detection, based, frame, auc, detecting ] [ kitti, regression, sgm, challenging, forest, initial, term, occluded, approach, tree, ground, error, step, volume, robustness, depth ] [ proposed, method, number, data, selection, random, variable, algorithm, vector, order, time, original, permutation, problem, consistently ] [ stereo, disparity, modulation, figure, pixel, outdoor, quality, robust, left, captured, middlebury ] [ matching, image, difference, computed, unreliable, modulated, correctness, construct, similarity, local, mismatched, fast, false, peak ]

Saliency Detection via Cellular Automata

Qin, Yao, Lu, Huchuan, Xu, Yiqun, Wang, He





[ vision, set, visual, existing, eqn ] [ map, recognition, global, factor, improve, input, level, apply, effective, better, achieve ] [ saliency, cellular, salient, object, precision, boundary, recall, bsca, detection, mca, based, background, threshold, propose, superpixels, integration, superpixel, gcd, foreground, wco, generated, contrast, dsr, integrated, integrate, ufo, asd, state, segmentation, evolution ] [ ground, prior ] [ matrix, algorithm, optimized, proposed, method, time, updating, row, order, number, denoted, original ] [ ieee, computer, conference, figure, pattern, color, international, pixel, coherence, intrinsic, measured ] [ image, distance, bayesian, construct, impact, cell, represents, local, region, spatial ]

Efficient Sparse-to-Dense Optical Flow Estimation Using a Learned Basis and Layers

Wulff, Jonas, Black, Michael J.





[ vision, work, learning, set ] [ feature, learned, layer, training, accuracy, recognition, learn, performance, combine ] [ frame, truth, average, propose, assigned ] [ estimation, kitti, approach, model, ground, volume, current, full, point ] [ sparse, basis, method, algorithm, linear, principal, note, analysis, machine, runtime, data, number, subspace, journal, computationally, approximate ] [ optical, motion, computer, ieee, pattern, layered, accurate, figure, estimate, conference, international, robust, interpolation, small, horizontal, traditional, vertical, requires, springer, lecture, simple ] [ image, dense, compute, pca, matching, spatial, computed, sintel, june, large, resolution, fast, variational, well, good, local, displacement ]

Learning Multiple Visual Tasks While Discovering Their Structure

Ciliberto, Carlo, Rosasco, Lorenzo, Villa, Silvia





[ learning, set, mtl, task, attribute, relevant, dataset, associated, positive, visual, natural, knowledge, report, closed, okl, share ] [ setting, training, standard, table, class, loss, output, designed, feature ] [ multiple, detection, framework, object, sequence, generated, propose ] [ structure, approach, term, model, limb ] [ kernel, problem, matrix, sparse, skmtl, convex, method, sparsity, form, algorithm, solution, linear, reproducing, optimization, empirical, minimization, function, alternating, respect, proposed, theorem, regularization, hilbert, graph, order, machine, solving, space, stl, solve, operator, convergence, number, mtrl, consider, rkhsvv, objective, selection ] [ recover, conference, scalar, computer, recovered, figure, color, synthetic, theory ] [ separable, considered ]

Projection Metric Learning on Grassmann Manifold With Application to Video Based Face Recognition

Huang, Zhiwu, Wang, Ruiping, Shan, Shiguang, Chen, Xilin





[ learning, set, work, embedding, positive ] [ recognition, discriminative, learn, feature, size, learned, challenge ] [ video, based, target, youtube ] [ face, canonical, approach, represent, constrained ] [ grassmann, manifold, matrix, projection, method, linear, proposed, subspace, dimensionality, data, analysis, space, kernel, ytf, algorithm, original, riemannian, psd, euclidean, gda, function, pml, reduction, hilbert, number, orthonormal, dcc, mapping, grassmannian, optimization, ggda, pasc, academy, basis, cmsm, time, objective, dimensional, convergence, problem, aij, solution ] [ geometry, figure, high, developed, directly ] [ metric, discriminant, image, distance, gradient, chinese, transformed, transformation, well, rate ]

Structural Sparse Tracking

Zhang, Tianzhu, Liu, Si, Xu, Changsheng, Yan, Shuicheng, Ghanem, Bernard, Ahuja, Narendra, Yang, Ming-Hsuan





[ visual, learning, set, relationship, existing, human ] [ representation, learn, global, learned, discriminative, performance, achieves ] [ tracking, target, appearance, object, based, structural, sst, particle, frame, candidate, track, tracker, online, propose, three, performs, lgt, mixed, rtct, mtt, abrupt, combination, dft, multiple ] [ model, represent, joint, structure, layout, drift, pose, template, error, occlusion, reconstruction, challenging, holistic, location ] [ sparse, proposed, algorithm, represented, method, note, matrix, number, sparsity, formulation, time ] [ figure, inside, robust, intrinsic, illumination, center, observation, second ] [ local, image, dictionary, corresponding, spatial, patch, sampled, partial, best, well, sampling, region ]

Data-Driven Depth Map Refinement via Multi-Scale Sparse Representation

Kwon, HyeokHyen, Tai, Yu-Wing, Lin, Stephen





[ learning, dataset, natural, set, human, address, noisy ] [ map, raw, training, learned, level, performance, higher, learn, size, table, previous, compared ] [ based, three, truth, park, edge ] [ depth, rgb, kinect, face, approach, joint, scene, reconstruction, nagdp, single, model, hole, ground, reconstruct ] [ data, method, sparse, practical, algorithm, missing, fusion, problem, order, min, arg ] [ figure, upsampling, equation, tof, captured, presented, high, ieee, quality, intensity, middlebury, supplemental, recovered ] [ dictionary, image, resolution, gradient, large, scale, texture, local, degradation, statistical, uncorrelated, geometric, exhibit, patch, bicubic, variation, illustrated ]

Uncalibrated Photometric Stereo Based on Elevation Angle Recovery From BRDF Symmetry of Isotropic Materials

Lu, Feng, Sato, Imari, Sato, Yoichi





[ source, vision, cover, test ] [ table, recognition, accuracy, additional, previous, input ] [ propose, average ] [ surface, isotropic, visible, constrained, normal, error, initial, scene, smoothness, parameterization, term ] [ method, symmetric, general, solution, vector, note, mapping, data, case, problem, solve, order, function, satisfy, prove, distribution ] [ light, elevation, brdf, angle, photometric, symmetry, half, computer, stereo, azimuth, pixel, recovered, uncalibrated, assuming, material, ambiguity, lambertian, figure, lighting, slice, ieee, observed, pattern, recovery, produce, unknown, captured, varying, sato, specular, accurate, conventional, estimating, gbr, diffuse, recover, viewing, synthetic, second, bisector, simple ] [ compute, change, good ]

Attributes and Categories for Generic Instance Search From One Example

Tao, Ran, Smeulders, Arnold W.M., Chang, Shih-Fu





[ instance, search, attribute, shoe, dataset, visual, learning, category, existing, example, evaluate, address, cleanshoes, work, set, automatically, semantic, expvlad, relevant, embedding, aim, manually, triemb, common ] [ fisher, generic, learned, deep, training, performance, representation, feature, better, combining, improve, table, pascal, top, learn, achieves, cnn, achieved ] [ object, appearance, propose, three, combination, target ] [ searching, building, viewpoint ] [ consider, vector, range, proposed, method, space, problem, arbitrary, locality, number ] [ figure, second, high, result ] [ query, image, large, local, descriptor, similarity, retrieval, good, randomized, best, well, matching, scale, wide ]

Heat Diffusion Over Weighted Manifolds: A New Descriptor for Textured 3D Non-Rigid Shapes

Abdelrahman, Mostafa, Farag, Aly, Swanson, David, El-Melegy, Moumen T.





[ dataset, work, introduce, novel ] [ performance, table, representation, better ] [ based, propose, average, object, three, framework, weight, measure, combined ] [ shape, approach, vertex, triangle, modeling, point, deformation ] [ proposed, kernel, method, diffusion, manifold, analysis, time, discretization, formulation, solution, riemannian, null, mathematical, operator, function, denote, compact, condition, data, problem, laplacian, fusion ] [ color, equation, photometric, figure, geometry, paper, second, high, intrinsic, computer ] [ heat, weighted, descriptor, retrieval, scale, geometric, textured, invariant, texture, signature, local, invariance, applied, benchmark, cot, normalization, partial, hks, construct, adr, calculated, matching ]

A Dynamic Programming Approach for Fast and Robust Object Pose Recognition From Range Images

Zach, Christopher, Penate-Sanchez, Adrian, Pham, Minh-Tri





[ set, work, predicted, dataset, evaluation, learning, task, consistency ] [ feature, training, recognition, input, def, level, discriminative, performance, global, highly ] [ object, detection, based, frame, three, interest ] [ depth, pose, model, surface, approach, point, coordinate, estimation, shape, message, occupancy, normal, spin, cluttered, current, full, cad, commodity ] [ data, sample, time, method, range, computation, algorithm, number, respect, pairwise, binary, random, choice ] [ pixel, minimal, robust, sensor, observed, color, estimating, real ] [ local, matching, image, descriptor, distance, sampling, putative, respective, compatibility, invariant, inlier, determine, compute, true, hough, query ]

Beyond Gaussian Pyramid: Multi-Skip Feature Stacking for Action Recognition

Lan, Zhengzhong, Lin, Ming, Li, Xuanchong, Hauptmann, Alex G., Raj, Bhiksha





[ datasets, human, dataset, visual, task, evaluation ] [ feature, mifs, performance, recognition, representation, convolutional, improved, pyramid, level, learnability, extracted, table, stacking, training, higher, neural, deep, standard, simonyan, improvement, skip, reported, improves, better, arxiv, preprint, fisher, smaller, accuracy, macc ] [ action, video, trajectory, wang, multiple, event, cost, based, peng, olympics, detection, youtube, dynamic ] [ single ] [ number, time, condition, gaussian, differential, singular, computational, method, matrix, theorem, vector, range, proof, linear ] [ frequency, signal, conventional, figure, motion, generates, small, bias, optical, recover ] [ large, dense, image, scale, comparison ]

A Geodesic-Preserving Method for Image Warping

Li, Dongping, He, Kaiming, Sun, Jian, Zhou, Kun





[ user, retargeting, work, system, common, vision, set, expected ] [ input, shared ] [ group, segment, long, boundary, video, propose, individual ] [ projected, term, mesh, detected, manipulation, normal, point, warp, supplementary, represent, smoothness ] [ geodesic, method, projection, energy, linear, solution, function, algorithm, matrix, general, curve, optimization, form, vector, grouped, case, great, curved ] [ straight, warping, preserving, plane, rectangling, ellipse, rotation, figure, siggraph, acm, resizing, panorama, result, computer, chang, perspective, camera, carroll, warped, preservation, sphere, distorted, pattern, adopt, international, conference, center ] [ image, preserve, local, transform ]

Shape Driven Kernel Adaptation in Convolutional Neural Network for Robust Facial Traits Recognition

Li, Shaoxin, Xing, Junliang, Niu, Zhiheng, Shan, Shiguang, Yan, Shuicheng





[ adaptation, learning, trait, evaluation, indicated, automatically ] [ convolutional, cnn, subnetworks, recognition, deep, network, age, feature, multipie, architecture, webface, conduct, subnetwork, learned, neural, learn, morph, convolve, stage, trained, performance, alexnet, representation, layer, input, additional, pool, better, setting, global, deepface, convolution, accuracy ] [ adaptive, multiple, propose, appearance, generate, based, three ] [ face, facial, shape, gender, pose, estimation, structure, expression, driven, landmark, model ] [ kernel, method, proposed, function, fusion, optimization, note, normalized, data, element, idea, denoted, random ] [ robust, figure, real ] [ local, image, database, patch, corresponding, comprehensive, variation, large, texture ]

From Categories to Subcategories: Large-Scale Image Classification With Partial Class Label Refinement

Ristin, Marko, Gall, Juergen, Guillaumin, Matthieu, Van Gool, Luc





[ set, ncm, learning, test, knowledge, category, baseline, labeled, label, evaluate, subset, annotated, transfer, semantic ] [ training, accuracy, class, rncmf, trained, scoarse, coarse, table, subcategories, performance, subcategory, improves, additional, kcoarse, achieves, improve, ucoarse, validation, stacked, learned, train, classify, multiclass, fisher, stacking, feature, coarser, outperform, improvement, gain ] [ based, average, hierarchical, object, node ] [ model, forest, approach, tree, full ] [ data, number, random, regularized, function, sample, proposed, objective, consider ] [ second, relative ] [ image, metric, nearest, splitting, large, outperforms, impact, best, hierarchy, well, neighbor ]

Combination Features and Models for Human Detection

Jiang, Yunsheng, Ma, Jinwen





[ human, vision, set, test, work, correspond ] [ grammar, poselet, hog, feature, performance, voc, recognition, table, effective, hoc, hob, pascal, whl, overlapped, dpm, fuse, conduct, weightednms, competitive, improvement, combine, input, deep, impressive ] [ detection, object, based, combination, score, framework, integrated, threshold, precision ] [ model, deformable, structure, procedure, single, volume ] [ fusion, algorithm, proposed, general, note, method, time, computation, denotes, low, original, order, function ] [ computer, ieee, color, pattern, figure, direct, hue, calibrated, intensity, saturation ] [ image, person, large, corresponding, gradient, well, histogram, good, texture ]

Improving Object Detection With Deep Convolutional Networks via Bayesian Optimization and Structured Prediction

Zhang, Yuting, Sohn, Kihyuk, Villegas, Ruben, Pan, Gang, Lee, Honglak





[ search, set, learning, visual, baseline, test, evaluation, report, positive ] [ structured, fgs, cnn, performance, voc, selective, map, deep, svm, pascal, training, structobj, convolutional, neural, trained, optimum, table, improvement, train, max, loss, global, feature, better, standard, layer, higher, output, recognition, negative, network, detector ] [ bounding, detection, object, iou, box, score, framework, truth, based, multiple, entire, propose ] [ localization, ground, regression, model, supplementary, initial, single ] [ proposed, optimization, algorithm, function, method, number, objective, random, machine, problem, arg, analysis, computational, gaussian, maximum, distribution, solution ] [ figure, high, accurate ] [ local, image, region, bayesian, large, good ]

A Metric Parametrization for Trifocal Tensors With Non-Colinear Pinholes

Leonardos, Spyridon, Tron, Roberto, Daniilidis, Kostas





[ essential, vision, set, describe ] [ map, global, class ] [ three, action, group, interval, cost, frame ] [ point, canonical, structure, signed, initial, error, estimation ] [ trifocal, space, riemannian, proposition, manifold, quotient, tensor, algorithm, equivalence, vector, fmt, tangent, geodesic, proof, optimization, weiszfeld, projection, logarithm, denotes, grad, function, form, linear, number, convex, exponential, orthogonal, choice, normalized, corresponds, denote, case, euclidean, decomposition, ransac, element, method, symmetric, simply ] [ computer, horizontal, parametrization, camera, averaging, ieee, conference, motion, pattern, relative, rotation, international, vertical, smooth, algebraic, sampson, figure, discontinuity, estimate, geometry, calibrated ] [ reference, metric, distance, corresponding, image, computed, choose ]

An Efficient Volumetric Framework for Shape Tracking

Allain, Benjamin, Franco, Jean-Sebastien, Boyer, Edmond





[ set, visual, associated ] [ table ] [ tracking, based, sequence, state, temporal, video, boundary, propose, framework, likelihood, dynamic, multiple ] [ volumetric, surface, shape, volume, template, deformation, pose, capture, error, model, cvt, rigid, silhouette, point, arker, centroidal, reconstruction, prior, allain, term, ballet, express, approach, cagniart, position, animation, goalkeeper, mesh, full, yielding, hull, normal, probabilistic ] [ method, time, energy, cluster, rest, data, proposed, sample, note, decomposition, inner, algorithm ] [ observed, motion, observation, relative, estimated, uniform, computer, rigidity, quality, siggraph, acm, enforce, noise, figure ] [ voronoi, patch, compatibility, cell, regular, local, best ]

Structured Sparse Subspace Clustering: A Unified Optimization Framework

Li, Chun-Guang, Vidal, Rene





[ set, vision, latent ] [ structured, representation, standard, table, feature, applying ] [ segmentation, framework, multiple, based, combination, propose, average, union, video, segmenting ] [ structure, face, point, term, error, step ] [ subspace, clustering, matrix, data, norm, problem, spectral, sparse, optimization, algorithm, ssc, solving, update, linear, min, analysis, hopkins, solved, method, machine, iteration, note, solution, yale, extended, lie, alternating, journal, constraint, experimental, lrr, frobenius, solve, dimension, convex, zij, regularization, number ] [ ieee, pattern, motion, computer, conference, robust, international, synthetic, median, noise, direction, separate, illumination, varying, second ] [ database, best, image, corresponding ]

Delving Into Egocentric Actions

Li, Yin, Ye, Zhefan, Rehg, James M.





[ set, datasets, understanding, visual, work, dataset, include, encode, surveillance, human, focus, novel, evaluation, rich, vision ] [ recognition, performance, feature, previous, table, representation, training, discriminative, accuracy, improve ] [ egocentric, action, gtea, object, video, three, trajectory, idt, propose, key, including, foreground, activity, interest, movement, segmentation, compensation, boost, fathi, lab, combination, recognizing, confusion, attention, combined ] [ gaze, head, hand, point, manipulation, provide, split, model, modeling ] [ encoding, method, number, data ] [ motion, camera, optical, result, figure, captured, directly, color ] [ local, benchmark, image, best, dense, comparison, large, histogram, demonstrate, descriptor, implementation, radius, systematic ]

Latent Trees for Estimating Intensity of Facial Action Units

Kaltwang, Sebastian, Todorovic, Sinisa, Pantic, Maja





[ learning, latent, work, categorical, set, conditional, evaluation, clean, human, existing, emotion ] [ training, hidden, feature, performance, learn, input, discriminative, better, increase ] [ average, node, action, likelihood, video, correlation, structural, target, appearance ] [ model, fau, facial, structure, tree, svr, disfa, blt, corr, svc, faus, shoulderpain, spontaneous, inference, face, landmark, posterior, joint, generative, estimation, continuous, leaf, discrete, marginals, pronounced ] [ data, number, algorithm, distribution, vector, binary, marginal, iteratively, parameter, random, problem, derive ] [ intensity, noise, ieee, pattern, figure, estimate ] [ local, parent, lbp, bayesian ]

Robust Regression on Image Manifolds for Ordered Label Denoising

Wu, Hui, Souvenir, Richard





[ label, set, predicted, vision, mislabeled, associated, corruption, natural, work, learning, visual, processing ] [ input, global, learn, neural, performance, loss ] [ truth, average, measure ] [ regression, svr, ordered, ground, model, pose, face, percentage, approach, error ] [ manifold, data, method, function, hessian, ransac, problem, kspca, rbfn, sparse, algorithm, cloudy, space, original, digit, regularization, swiss, row, dimensionality, vector, cloudiness, represented, corrupted, outlier, matrix, linear, number, nonlinear, weather, roll, kernel, statue, underlying ] [ robust, figure, computer, conference, noise, ieee, rotation, rmse, pattern, international, clear, high, equation, paper, elevation, estimate, varying, red, intrinsic ] [ image, denoising, local, applied, neighborhood, indicate ]

Privacy Preserving Optics for Miniature Vision Sensors

Pittaluga, Francesco, Koppal, Sanjeev J.





[ vision, system, example, people, processing, create, perform, utility, visual ] [ size, recognition, design, power ] [ target, tracking, blob, video, mask, detection, based, coverage, multiple, edge ] [ face, volume, depth, scene, single, provide, approach, head ] [ minimum, support, algorithm, gaussian, data, analysis, proposed, element, problem, journal, consider, membership ] [ privacy, optical, sensor, preserving, computer, ieee, angular, defocus, knapsack, lensless, efov, conference, international, camera, motion, pattern, array, thermal, figure, sin, enables, intensity, miniature, sensing, acm, lens, theory, directly, zmin, small, blur, packing, aperture, mmin, enable, display, compressive ] [ image, resolution, demonstrate, scale, corresponding ]

Deep Transfer Metric Learning

Hu, Junlin, Lu, Jiwen, Tan, Yap-Peng





[ learning, transfer, domain, source, dataset, set, knowledge, visual, labeled, supervised, label, datasets, unlabeled, subject, exploit, positive ] [ deep, top, layer, training, discriminative, network, recognition, feature, performance, neural, hidden, better, output, table, accuracy, testing, loss, learned, learn, activation, convolutional, designed ] [ target, hierarchical, qij, deeply ] [ face ] [ method, proposed, function, nonlinear, data, distribution, linear, objective, vector, sample, experimental, subspace, problem, machine ] [ captured, figure, assume ] [ metric, dtml, person, caviar, viper, distance, lij, lji, dstml, lfw, image, lsi, lti, rate, mth, wdref, computed, stml, compute, pij, applied, large, ddml, similarity, difference, htj ]

Small-Variance Nonparametric Clustering on the Hypersphere

Straub, Julian, Campbell, Trevor, How, Jonathan P., Fisher, III, John W.





[ label, process, set ] [ unit, nonparametric, performance, previous, achieves ] [ score, segmentation, assigned, three, average, temporally, hierarchical, frame, propose, transition, behavior ] [ mixture, surface, silhouette, inference, model, prior, normal, nyu, dependent, scene, depth, sequential, posterior, von ] [ data, clustering, cluster, vmf, number, dirichlet, distribution, algorithm, spkm, parameter, directional, asymptotic, batch, assignment, limit, note, maximum, concentration, analysis, computational, function, random, restarts, asymptotics, nmi, gaussian, exp, optimistic, journal, markov, approximation, regularization, egi, suppose ] [ spherical, synthetic, figure, direction, manhattan, plane, parallel, angle, observed, unknown ] [ sampling, bayesian, consistent, streaming, computed ]

DynamicFusion: Reconstruction and Tracking of Non-Rigid Scenes in Real-Time

Newcombe, Richard A., Fox, Dieter, Seitz, Steven M.





[ set, system, work, associated, vision, ability, describe ] [ level, map, gpu ] [ frame, node, tracking, dynamic, moving, updated, weight, static ] [ canonical, live, reconstruction, warp, deformation, surface, model, scene, tsdf, regularisation, depth, volumetric, point, current, rigid, dynamicfusion, shape, body, single, deforming, nwarp, approach, term, voxel, symposium, kinectfusion, introduced, template, tlw, capture, complete, realtime, vertex, requiring, scan ] [ function, space, fusion, graph, note, data, time, computational, range, update, solution ] [ geometry, motion, warped, acm, figure, estimate, observed, camera, projective, currently, conference, ieee, computer, estimated, pixel, high ] [ dense, transformation, distance, transforms, compute, transform, geometric, corresponding, eurographics, consistent ]

Reliable Patch Trackers: Robust Visual Tracking by Exploiting Reliable Patches

Li, Yang, Zhu, Jianke, Hoi, Steven C.H.





[ visual, positive, set, process, probability, ranking, label ] [ performance, negative, response, top, feature, map ] [ tracking, reliable, object, kcf, rpt, tracker, tracked, scm, tgpr, target, precision, struck, success, particle, threshold, tld, cxt, ope, asla, score, resample, state, background, bounding, box, trackable, track, employed, overlap, cel, employ, monte, carlo, correlation, framework, likelihood, vor, video, based, measure, foreground, plot, group, online, kwon ] [ location, error, approach, structure, represent, challenging, sequential, position, model, template ] [ proposed, method, base, function, denotes, experimental, algorithm ] [ motion, figure, estimate, robust, rotation, observation, illumination ] [ patch, scale, large, rate, image, fast, benchmark, scheme, implementation, hough, comparing ]

Predicting Eye Fixations Using Convolutional Neural Networks

Liu, Nian, Han, Junwei, Zhang, Dingwen, Wen, Shifeng, Liu, Tianming





[ visual, dataset, learning, set, datasets, human, predict, novel, positive, natural, vision, predicting ] [ layer, fixation, col, learned, convolutional, training, network, learn, feature, mit, performance, testing, deep, size, toronto, input, edn, neural, cerf, trained, shuffled, map, architecture, activation, raw, learns, better, rescaled, convolution ] [ saliency, eye, three, based, hierarchical, auc, detection, contrast, video, average, extract, multiple, score, considering, judd ] [ model ] [ proposed, gaussian, number, optimal, data, linear, coding, sparse, original, third ] [ figure, ieee, center, second, blur, pattern ] [ image, early, best, corresponding, benchmark ]

Kernel Fusion for Better Image Deblurring

Mai, Long, Liu, Feng





[ vision, set, european, conditional, dataset, existing, evaluate, provided, relation, predict ] [ better, training, performance, improve, combining, input, trained, train, combine, compared, learn, feature, outperform, testing ] [ individual, multiple, generate, framework, success, combination, average, generated, measure ] [ estimation, model, error, neighboring, approach, regression ] [ kernel, fusion, method, element, gaussian, random, function, denotes, effectively, problem, underlying, fpq, energy ] [ deblurring, deconvolution, computer, conference, figure, blur, ieee, pattern, quality, result, ratio, blind, blurry, estimated, blurred, motion, sharp, gcrf, averaging, sbdb, produce, recover, classical, cho, camera, develop, international, goldstein ] [ image, true, best, local, rate, good, large, well, blurring ]

Direction Matters: Depth Estimation With a Surface Normal Classifier

Hane, Christian, Ladicky, Lubor, Pollefeys, Marc





[ vision, european, example, set, label, baseline, work, dataset, semantic ] [ input, standard, recognition, training, global ] [ based, cost, intersection, average, dynamic ] [ normal, surface, depth, single, binocular, wulff, estimation, error, shape, ground, approach, volume, term, discrete, indoor, point, allows, quantitative, challenging, kitti, continuous, unary, anisotropic ] [ regularization, convex, problem, optimization, formulation, machine, cut, method, data, analysis, space, intelligence, algorithm, order, journal, energy, denotes, feasible, proposed, lead, random ] [ direction, stereo, computer, conference, pattern, international, pixel, ieee, disparity, figure, estimated, half ] [ image, matching, view, gradient, dense, benchmark, best, dissimilarity, transformation, difference, transformed ]

Modeling Local and Global Deformations in Deep Learning: Epitomic Convolution, Multiple Instance Learning, and Sliding Window Detection

Papandreou, George, Kokkinos, Iasonas, Savalle, Pierre-Andre





[ search, learning, work, set, system, baseline, instance, positive ] [ epitomic, network, deep, training, convolutional, layer, convolution, input, window, sliding, dcnn, imagenet, size, performance, output, stride, table, global, architecture, neural, epitome, map, response, dcnns, conv, loss, train, max, cnn, pascal, better, fully, accuracy, trous, trained, feature, standard, testing, pyramid, alternative, validation ] [ object, detection, multiple, score, bounding, box ] [ position, model, error, aspect, modeling, single, allows, full ] [ proposed, maximum, computation, data, algorithm ] [ ratio, small, figure ] [ image, scale, best, computing, region, invariance, spatial, large, local, rate ]

Grasp Type Revisited: A Modern Perspective on a Classical Feature for Vision

Yang, Yezhou, Fermuller, Cornelia, Li, Yi, Aloimonos, Yiannis





[ type, human, vision, set, dataset, system, category, learning, recognize, labeled, visual, natural, correct, test, prediction, work ] [ recognition, cnn, training, convolutional, feature, neural, layer, power, belief, level, input, testing, deep, performance, nan, apply, size, achieved ] [ action, based, precision, segmentation, three, truth, average, key, cooking, evolution, static, tracking, video, recall, segment, cognitive, robot, detection, object ] [ grasp, hand, intention, manipulation, grasping, infer, ground, inference, pgraspt, model, knife, current, scene ] [ data, consider, number, experimental, journal, experiment, third, main, method ] [ computer, figure, ieee, conference, intelligent, pattern, international, small, cylindrical ] [ image, unconstrained, patch, large, considered ]

Learning Hypergraph-Regularized Attribute Predictors

Huang, Sheng, Elhoseiny, Mohamed, Elgammal, Ahmed, Yang, Dan





[ attribute, hypergraph, learning, hap, prediction, embedding, cshapg, cub, cshaph, usaa, hyperedge, awa, visual, zsl, label, predictor, dataset, test, semantic, side, cshap, collection, provided, categorization, relation, set, depict, supervised, ale, positive, encode, latent ] [ class, training, feature, accuracy, loss, additional, better, representation, performance, table, jointly, learn ] [ correlation, three, framework, object, incorporate, based ] [ approach, model, vertex, capture, aligned ] [ space, kernel, cut, matrix, proposed, graph, sample, data, exploiting, number, laplacian, problem, normalized, function, consider, denoted, arg, respect, regularized, vector, sign, optimal, mapping ] [ equation, figure ] [ well, corresponding ]

A Coarse-to-Fine Model for 3D Pose Estimation and Sub-Category Recognition

Mottaghi, Roozbeh, Xiang, Yu, Savarese, Silvio





[ set, learning, car, perform, work, subset, sedan, category ] [ training, layer, table, level, better, recognition, performance, coarse, representation, pascal, dpm, loss, feature, increase, standard, hog ] [ object, box, hierarchical, bounding, detection, three, proposal, based, segmentation, appearance, groundtruth ] [ viewpoint, continuous, model, discrete, cad, pose, potential, estimation, inference, joint, represent, alignment, modeling, detailed, glb, reason, typically, mixture, height ] [ consider, note, method, function, variable, projection, random, number, case ] [ figure, azimuth, estimated, estimate, result, elevation ] [ hierarchy, distance, compute, computed, corresponding, sampling, image, compare, represents ]

Deep Neural Networks Are Easily Fooled: High Confidence Predictions for Unrecognizable Images

Nguyen, Anh, Yosinski, Jason, Clune, Jeff





[ human, dataset, natural, test, recognize, label, vision, diversity, set, learning, visual, prediction, tend, perform ] [ dnns, dnn, imagenet, class, cppn, unrecognizable, evolutionary, neural, trained, recognizable, training, fooling, fooled, deep, discriminative, evolved, fool, input, evolving, learn, recognition, learned, evolve, imperceptible, convolutional, arxiv, preprint, encoded, suggests, network, performance, negative, larger, belonging ] [ evolution, target, score, three, generated ] [ model, independent, generative ] [ mnist, easily, ascent, encoding, optimization, repeated ] [ produce, high, figure, produced, median, computer, small, directly, result, pattern, ieee, conference, producing ] [ image, gradient, regular, well, match ]

Deformable Part Models are Convolutional Neural Networks

Girshick, Ross, Iandola, Forrest, Darrell, Trevor, Malik, Jitendra





[ work, visual, learning, baseline, describe, human, report, set ] [ dpm, pyramid, feature, level, pooling, map, max, cnn, deeppyramid, convolutional, hog, root, dpms, network, voc, deep, training, input, layer, convolution, performance, negative, neural, maxout, pascal, standard, output, cnns, implemented, trained, train, stride, table, learned, top ] [ object, detection, score ] [ model, deformable, inference, face, mixture ] [ method, equivalent, algorithm, function, construction, number, idea, case, sparse, call ] [ component, geometry, figure, second ] [ image, distance, transform, outperforms, implementation, computed, spatial, filter ]

Hypercolumns for Object Segmentation and Fine-Grained Localization

Hariharan, Bharath, Arbelaez, Pablo, Girshick, Ross, Malik, Jitendra





[ system, semantic, baseline, work, set, task, category, prediction, predict, probability, instance, evaluate, positive ] [ feature, hypercolumn, network, convolutional, heatmap, training, top, layer, pipeline, representation, apr, better, cnn, train, hypercolumns, architecture, output, table, map, performance, neural, cropped, expanded, upsample, trained, fully, hyp, deep, higher, combine, gain, apk ] [ bounding, box, detection, segmentation, score, object, overlap, multiple, based, segment, threshold, action ] [ location, pose, localization, estimation, reasoning, ground, point, described, starting, allows ] [ linear, vector, original ] [ figure, pixel, separate, optical, produce ] [ keypoint, grid, person, region, large, best, image, metric, neighborhood ]

Mapping Visual Features to Semantic Profiles for Retrieval in Medical Imaging

Hofmanninger, Johannes, Langs, Georg





[ semantic, visual, learning, set, healthy, label, radiology, weak, relevant, reticular, emphysema, mil, honeycombing, bvw, labeling, content, highest, haralick, weakly, vision, bag, occurring, link ] [ feature, training, class, map, ensemble, table, compared, learn, decision ] [ based, supervoxels, supervoxel, anomaly, appearance, precision, generated, generate, multiple, partitioning ] [ volume, performed, leaf, capture ] [ data, random, space, vector, mapping, distribution, number, binary, analysis, method, machine ] [ imaging, figure, ieee, pattern, computer, conference, high, relative ] [ image, retrieval, medical, corresponding, clinical, texture, tissue, lung, local, descriptor, distance, true, randomized, variability, metric, similarity ]

Event-Driven Stereo Matching for Real-Time 3D Panoramic Vision

Schraml, Stephan, Nabil Belbachir, Ahmed, Bischof, Horst





[ vision, system, visual, novel, test, evaluation, work, generation, set ] [ map, standard, performance, higher, compared, size ] [ event, cost, based, dynamic, measure, contrast, truth, generated, temporal, static, three ] [ scene, ground, reconstruction, approach, depth, performed, timing, estimation ] [ method, data, sparse, time, number, proposed, algorithm, order, calculation, low ] [ stereo, disparity, panoramic, figure, high, ieee, computer, left, sensor, pattern, pixel, conference, asynchronous, presented, camera, horizontal, relative, dvs, libelas, fcvf, result, international, vertical ] [ matching, image, resolution, distance, transformed, view, corresponding, spatial, partial, applied, local ]

Graph-Based Simplex Method for Pairwise Energy Minimization With Binary Variables

Prusa, Daniel





[ vision, set, instance ] [ root, performance, better, size, input, negative ] [ object, edge, node, path, based, performs, average, cost ] [ performed, adjacent, variant ] [ basic, nonbasic, dependency, energy, algorithm, minimization, simplex, relaxation, binary, variable, time, basis, feasible, number, expressed, linear, method, form, machine, pairwise, xuk, problem, graph, aij, theorem, running, analysis, nonzero, expressing, general, update, depend, corollary, solution, vector, nonsubmodular, diagram, solving, submodular, xui, random, depends, programming, optimal, qpbo, intersecting, consider, induce, cplex ] [ figure, ieee, pattern, component, result, computer ] [ pair, cycle, well, called, applied ]

Image Denoising via Adaptive Soft-Thresholding Based on Non-Local Samples

Liu, Hangfan, Xiong, Ruiqin, Zhang, Jian, Gao, Wen





[ noisy, natural, set, airplane ] [ standard, table, global, better, window, size, higher ] [ adaptive, based, three, perceptual, group, average, correlation, adaptively, structural, density ] [ modeling, model, estimation, shape ] [ proposed, distribution, regularization, parameter, gaussian, data, sparsity, vector, method, optimal, matrix, min, arg, laplacian, algorithm, house, form, experimental, sparse ] [ ieee, noise, signal, estimated, paper, deviation, figure, estimate, conference, international, total, observed, uniform, component, computer, pattern, left ] [ image, denoising, transform, csr, nonlocal, scheme, band, patch, local, expectation, statistical, pca, variance, comparison, psnr, ranging, monarch, lena, similarity, barbara, straw, vary, dictionary, outperforms, baboon, couple ]

3D Scanning Deformable Objects With a Single RGBD Sensor

Dou, Mingsong, Taylor, Jonathan, Fuchs, Henry, Fitzgibbon, Andrew, Izadi, Shahram





[ set, latent, system, user, work ] [ fusing, previous, follow, unit ] [ frame, sequence, object, segment, dynamic, static, average ] [ surface, mesh, alignment, scan, bundle, deformation, scanning, adjustment, nonrigid, loop, reconstruction, model, error, initial, shape, single, depth, kinectfusion, closure, deformed, drift, vertex, full, capture, body, rigid, aligned, triangle, normal, roughly, coordinate, kinect, complete, explained, deform, volumetrically, neighboring, ground, template, point, fused, pose, allows, prior, procedure ] [ energy, data, algorithm, graph, parameter, note, minimize, method ] [ figure, acm, quality, high, reconstructed, computer, sensor, motion, technique ] [ partial, reference, distance, resolution, large ]

Nested Motion Descriptors

Byrne, Jeffrey





[ human, set, dataset, example, relationship, evaluation ] [ pooling, representation, global, recognition, response, pyramid, observe, performance, pooled, computes, pool, map, kth, improved ] [ activity, interest, action, spatiotemporal, saliency, salient, complex, video, background, temporal, oriented, frame, based, foreground ] [ orientation, shape, point, provide, neighboring, single, dominant ] [ constraint, construction, number, support, function ] [ motion, phase, nested, component, camera, velocity, robust, steerable, relative, figure, nmd, bandpass, stability, optical, constant, rock, constancy, small, quadrature, estimate, pixel, observed, computer ] [ descriptor, local, scale, magnitude, gradient, image, normalization, large, compute, spatial, stable, invariant, difference, computed, dense, invariance, unconstrained, encodes, computing ]

Efficient Minimal-Surface Regularization of Perspective Depth Maps in Variational Stereo

Graber, Gottfried, Balzer, Jonathan, Soatto, Stefano, Pock, Thomas





[ vision, european, meaningful, set ] [ map, input, global, highly, reduce ] [ based, series, multiple ] [ surface, depth, reconstruction, term, error, shape, multiview, model, slanted, fact, scene, continuous, ground ] [ regularizer, regularization, data, optimization, method, form, function, approximation, problem, det, machine, order, min, note, algorithm, norm, case, projection, number, linear, operator, journal, solution, element, curved, convex ] [ stereo, conference, computer, ieee, pattern, international, perspective, figure, plane, synthetic, geometry, smooth, orthographic, staircasing, piecewise, robust, camera, sphere, square, quality, residual, derivative, parametrization, warping ] [ image, area, variational, reference, dense, geometric, matching, large, applied, patchmatch ]

Maximum Persistency via Iterative Relaxed Inference With Graphical Models

Shekhovtsov, Alexander, Swoboda, Paul, Savchynskyy, Bogdan





[ set, labeling, label, test, study ] [ improving, map, table, class, standard, performance, larger, better ] [ propose, based, node, cost ] [ graphical, inference, approach, single, discrete, current ] [ problem, algorithm, persistency, mapping, method, dual, maximum, solution, optimal, energy, strictly, approximate, pruning, relaxation, practical, vector, linear, number, optimality, minimization, relaxed, proof, min, polytope, general, persistent, proposition, lemma, consider, exact, guv, roof, formulation, time, case, condition, solves, order, primal, fuv, guarantee, space, feasible, optimization, solve, proposed, theorem, random, provably, duality, kovtun ] [ solver, computer, arc ] [ partial, local, comparison, well, called ]

Deep Hierarchical Parsing for Semantic Segmentation

Sharma, Abhishek, Tuzel, Oncel, Jacobs, David W.





[ semantic, parse, visual, label, learning, labeled, dataset, help, labeling ] [ rcpn, network, training, feature, bypass, loss, neural, combiner, contextual, daimler, context, cnn, layer, previous, parsing, stanford, deep, better, performance, table, categorizer, mapper, wdec, gcom, decombiner, stronger, refers, ppa, learn, root, referred ] [ segmentation, node, three, iou, background, utilize, mca, hierarchical, based, entire, propose ] [ error, tree, model, scene, structure, initial, provide, urban ] [ random, mrf, proposed, problem, number, order, binary, original ] [ ieee, figure, enhanced, signal, flow, pixel ] [ image, internal, sift, propagation, gradient, recursive, parent ]

Designing Deep Networks for Surface Normal Estimation

Wang, Xiaolong, Fouhey, David, Gupta, Abhinav





[ learning, work, task, understanding, dataset, set, prediction, predicting, vision, evaluate, label ] [ network, global, output, convolutional, input, coarse, performance, fully, connected, window, size, deep, table, apply, training, top, architecture, improve, layer, cnn, learn, better, sliding, structured, loss, cnns, neural, feature, ablative, conv ] [ edge, object, box, art, detection, state, complementary ] [ surface, normal, layout, room, scene, single, estimation, full, reasoning, model, approach, predicts, structure, depth, qualitative, capture, regression, indoor, occlusion ] [ fusion, data, note, form, problem ] [ figure, vanishing, computer, captured ] [ local, image, rate, well ]

Layered RGBD Scene Flow Estimation

Sun, Deqing, Sudderth, Erik B., Pfister, Hanspeter





[ vision, work, european, noisy, dataset ] [ layer, global, kth, table, bottleneck, jointly ] [ segmentation, moving, frame, foreground, average, obtains, object, background, propose, based, detection ] [ depth, scene, rgbd, estimation, rgb, occlusion, ordering, model, term, single, approach, error, rigid, prior, current, allows ] [ method, support, data, function, energy, solve, promising, note, penalty, code, random, depends ] [ motion, optical, layered, conference, computer, ieee, figure, pattern, srsf, middlebury, vtk, estimate, second, pixel, rtk, translation, stk, estimated, rotation, utk, international, observation, robust, camera, warped, wtk, decide, gtk, reasonable, aae, constancy, rms ] [ image, large, local, benchmark, corresponding, scheme ]

Hashing With Binary Autoencoders

Carreira-Perpinan, Miguel A., Raziperchikolaei, Ramin





[ set, search, learning, work, test, processing ] [ better, training, global, decoder, apply, auxiliary, factor, competitive ] [ precision, recall ] [ step, continuous, initialization, model, approach, ground, error, reconstruction ] [ binary, function, hash, optimization, objective, hashing, bfa, hamming, linear, itq, algorithm, alternating, solution, relaxed, problem, code, method, mac, optimizing, space, tpca, optimal, number, euclidean, thresholded, optimize, quadratic, exact, machine, min, agh, vector, spectral, data, matrix, minimizer, approximate, analysis, theorem, schedule, runtime, form ] [ computer, small, figure, parallel, pattern, ieee, nested ] [ distance, image, nearest, autoencoder, encoder, large, change, june, good, retrieval, retrieved ]

SUN RGB-D: A RGB-D Scene Understanding Benchmark Suite

Song, Shuran, Lichtenberg, Samuel P., Xiao, Jianxiong





[ evaluate, dataset, understanding, semantic, evaluation, prediction, annotation, task, popular, set, learning, sun, human, study, label, example, tool ] [ table, recognition, map, training, sliding, raw, performance, svm, effective, size, deep, pascal, context, power, testing ] [ object, detection, truth, box, iou, segmentation, bounding, based, average, frame, three ] [ depth, scene, room, kinect, ground, layout, estimation, indoor, point, rgbd, free, xtion, nyu, realsense, orientation, intel, rgb, asus, capture ] [ space, algorithm, data, convex, number ] [ figure, color, sensor, total, estimate, camera, angle, computer, captured, inside, quality, accurate, manhattan, result ] [ image, benchmark, geometric, difference, database, scale ]

Diversity-Induced Multi-View Subspace Clustering

Cao, Xiaochun, Zhang, Changqing, Fu, Huazhu, Liu, Si, Zhang, Hua





[ diversity, learning, work, dataset, diverse, novel, existing ] [ representation, table, standard, performance, learned, feature, explore, jointly ] [ complementary, based, multiple, video, employ, recall, performs, precision ] [ face, approach, multiview, term, ensure, joint ] [ clustering, subspace, method, data, matrix, spectral, dimsc, namsc, objective, function, proposed, kernel, dependence, hsic, complementarity, extended, algorithm, product, independence, independently, low, row, nmi, number, singlebest, problem, inner, constructed, consider, graph, china, denotes, minimizing, underlying, denote, space, alternating, featconcate, solution, nonlinear ] [ figure, spc, result, smooth, enforce, equation, second ] [ similarity, view, corresponding, outperforms, best, well, image ]

Building a Bird Recognition App and Large Scale Dataset With Citizen Scientists: The Fine Print in Fine-Grained Dataset Collection

Van Horn, Grant, Branson, Steve, Farrell, Ryan, Haber, Scott, Barry, Jessie, Ipeirotis, Panos, Perona, Pietro, Belongie, Serge





[ citizen, dataset, annotation, vision, bird, corruption, datasets, mturkers, set, label, test, tool, category, mechanical, mturk, throughput, expert, visual, domain, flickr, interface, cub, search, crowdsourcing, help, community, quiz, task, collect, scientist, vote, collecting, knowledge, nabirds, work, labeling, user, turkers, expertise ] [ training, imagenet, recognition, level, performance, accuracy, larger, size, class, raw ] [ object, lab, average, cost, based, multiple ] [ error, provide ] [ number, time, analysis, data, corrupted ] [ computer, figure, quality, high, conference, ieee, pattern, total, real, accurate ] [ image, large, june, false, rate ]

Early Burst Detection for Memory-Efficient Image Retrieval

Shi, Miaojing, Avrithis, Yannis, Jegou, Herve





[ visual, search, set, evaluate, dataset, strategy, representative, concept, focus, evaluation ] [ feature, size, performance, connected, factor, map, table, representation, larger, gain, conduct ] [ group, detection, three, object, cost, memory, detect, hierarchical ] [ initial, model, orientation, approach, position ] [ kernel, number, spectral, clustering, asymmetric, method, symmetric, function, normalized, product, inverted, matrix, quantization, proposed, hamming, vector ] [ figure, shift, component ] [ image, burst, scale, descriptor, large, local, retrieval, query, vlad, vocabulary, similarity, isolated, matching, bursty, burstiness, imbalance, early, oxford, patch, remaining, aggregation, aggregated, quick, match, geometrical, database, compute ]

Indoor Scene Structure Analysis for Single Image Depth Estimation

Zhuo, Wei, Salzmann, Mathieu, He, Xuming, Liu, Miaomiao





[ predicted, vision, encode, predict, dataset, semantic, probability, exploit, test, prediction, retrieve, set, label ] [ global, training, layer, trained, table, additional, input, ablation, larger ] [ superpixel, superpixels, three, based, employed, state, boundary, candidate, box, propose, appearance ] [ depth, scene, estimation, single, model, structure, approach, normal, layout, term, indoor, potential, detailed, inference, rmrc, reasoning, provide, unary, orientation, discrete, represent, semanticdepth, typically, error, relies, rgb ] [ method, energy, note, analysis, pairwise, data ] [ pixel, computer, ieee, conference, estimated, pattern, plane, figure, estimate, geometry ] [ image, local, region, corresponding, query, large ]

Light Field Layer Matting

Fiss, Juliet, Curless, Brian, Szeliski, Rick





[ novel, work, system, content, focus, natural, common, create, vision ] [ layer, input, map, representation, window ] [ foreground, background, multiple, threshold, video, propose, weight ] [ depth, scene, occluded, estimation, single, reconstruction, typically, model, ground ] [ method, composite, range, operation, problem, algorithm, original, linear, iteration ] [ light, matting, rendering, layered, color, estimate, ray, alpha, lytro, figure, plane, siggraph, conference, acm, computer, shift, ieee, refocused, matte, perspective, occluders, synthetic, technique, thin, estimating, pattern, spatially, defocus, varying, camera, multicolor, trimap, focal, separate, small, plenoptic, removing, reconstructing, refocusing ] [ image, compute, view, compare, well, limited, bayesian, computing ]

Depth Camera Tracking With Contour Cues

Zhou, Qian-Yi, Koltun, Vladlen





[ set, visual, work, system, primary, perception ] [ contour, global, accuracy, representation ] [ tracking, based, integrates ] [ depth, approach, normal, surface, occluding, scene, kinectfusion, alignment, pose, odometry, reconstruction, point, procedure, coordinate, icp, challenging, tum, bylow, tvi, drift, prior, detected, estimation, volumetric, signed, constrain, scanning, catastrophic, silhouette ] [ missing, function, objective, criterion, mapping, data, optimization, method, algorithm ] [ camera, figure, color, presented, estimate, small, robust, sensor, ray, noise, smooth, estimated, projective, reconstructed, produced, computer ] [ image, correspondence, benchmark, registration, distance, view, gradient, geometric, demonstrate, dense, illustrated, establish, despite, computed, reference ]

Radial Distortion Homography

Kukelova, Zuzana, Heller, Jan, Bujnak, Martin, Pajdla, Tomas





[ system, correct, set ] [ connected, compared, shared ] [ three, seed ] [ point, estimation, scene, error, model, sfm ] [ matrix, proposed, number, basis, algorithm, induced, problem, row, method, linear, case, form, general, vector, ransac, parameter, random, quadratic, optimization, lead, fundamental, eigenvalue, data, element, space ] [ radial, homography, distortion, solver, plane, planar, pure, bner, estimated, equation, relative, minimal, noise, figure, rotation, second, estimating, unknown, stitching, real, camera, inliers, numerical, stability, polynomial, geometry, handle, computer, observing, motion ] [ image, well, pair, corresponding, comparison, local ]

Efficient Object Localization Using Convolutional Networks

Tompson, Jonathan, Goroshin, Ross, Jain, Arjun, LeCun, Yann, Bregler, Christoph





[ work, human, dataset, learning, set, perform, test, predicted, prediction, instance ] [ coarse, network, flic, pool, performance, input, convolution, pooling, architecture, convnet, relu, dropout, convolutional, feature, cascade, training, output, standard, layer, improve, table, trained, crop, heatmap, size, cropped, shoulder, maxpool, generalization, detector, accuracy, tompson, shared, sapp, train, toshev, spatialdropout ] [ detection, mpii, target, average ] [ model, joint, pose, wrist, location, localization, error, regression, cascaded, estimation, single, body, face, pck, elbow, yang ] [ normalized, time, number ] [ figure, high, small, pixel ] [ spatial, image, distance, scale, resolution, comparison ]

Just Noticeable Defocus Blur Detection and Estimation

Shi, Jianping, Xu, Li, Jia, Jiaya





[ natural, vision, set, work, processing, existing ] [ feature, map, input, representation, recognition, size, standard, learn ] [ based, detection, edge, mask, including, strength, strong, recall, propose, generate, precision ] [ estimation, depth, represent, single, slight ] [ method, sparsity, sparse, gaussian, number, analysis, data, machine, intelligence, kernel, proposed ] [ blur, clear, jnb, blurred, small, ieee, conference, figure, defocus, estimate, pattern, blurriness, computer, result, deblurring, sharp, motion, noticeable, frequency, camera, signal, blurry, refocus, handle, directly, generally, spatially, varying, produce, blind, traditional, shi ] [ image, dictionary, local, patch, region, corresponding, gradient, chakrabarti, well, comparison, difference, commonly, dxi ]

How Do We Use Our Hands? Discovering a Diverse Set of Common Grasps

Huang, De-An, Ma, Minghuang, Ma, Wei-Chiu, Kitani, Kris M.





[ human, taxonomy, discovered, visual, set, discover, work, dataset, process, learning, diversity, determinantal, diverse, discovering, understanding, probability, unsupervised, purity, common, stream, automatically, type, wmc, subset, prehensile, vision, yhg, label, evaluate ] [ power, learned, learn, recognition, standard, size ] [ online, egocentric, object, candidate, based, hierarchical, video, robotic, interaction, action, precision, assigned, coverage, propose, framework ] [ grasp, hand, dpp, point, tree, approach, utg, prior, grasping ] [ clustering, data, algorithm, number, cluster, proposed, functional, analysis, nmi, order ] [ figure, computer, unique, high, center, ratio, camera ] [ large, fast, sampling, distance, streaming, nearest, compare ]

Rotating Your Face Using Multi-Task Deep Neural Network

Yim, Junho, Jung, Heechul, Yoo, ByungIn, Choi, Changkyu, Park, Dusik, Kim, Junmo





[ task, set, learning, vision, novel, written, test, dataset ] [ layer, input, recognition, connected, output, fully, identity, dnn, deep, multitask, feature, setting, pooling, frontal, table, cpf, performance, neural, training, auxiliary, multipie, size, extracted, cpi, better, network, designed, previous, convolutional, prepared ] [ target, path, weight, cost, generated ] [ face, pose, model, single, described, controlled ] [ code, main, experiment, proposed, arbitrary, function, method, original, parameter, space, avg ] [ figure, illumination, second, ieee, computer, conference, preserving, result, desired, pattern, changed, high, produced, international ] [ image, remote, locally, represents, change, best, equal, rate, preserve, demonstrate, construct, gallery, invariant ]

Is Object Localization for Free? - Weakly-Supervised Learning With Convolutional Neural Networks

Oquab, Maxime, Bottou, Leon, Laptev, Ivan, Sivic, Josef





[ supervised, weakly, learning, prediction, coco, visual, test, predict, search, work, dataset, unsupervised, label, indicating, instance, introduce ] [ network, training, convolutional, pascal, voc, input, output, window, table, neural, performance, architecture, class, recognition, supervision, map, fully, eak, adding, cnn, global, microsoft, layer, deep, train, sliding, extent, validation, size, trained, connected ] [ object, bounding, score, multiple, detection, box, complex, segmentation, localize, entire ] [ location, localization, cluttered, single, position, model, scene, procedure ] [ method, operation, note, form ] [ figure, presence, setup ] [ image, limited, illustrated, scale, area ]

Super-Resolution Person Re-Identification With Semi-Coupled Low-Rank Discriminant Dictionary Learning

Jing, Xiao-Yuan, Zhu, Xiaoke, Wu, Fei, You, Xinge, Liu, Qinglong, Yue, Dong, Hu, Ruimin, Xu, Baowen





[ learning, set, dataset, test, select, evaluation, randomly ] [ learned, feature, representation, discriminative, training, compared, table, designed, pedestrian, learn, recognition, learns ] [ based, updated, appearance ] [ approach, term, represent, ensure, provide ] [ mapping, min, function, coding, sparse, ith, formula, objective, matrix, rank, regularization, number, experimental, china, method, updating, cluster, proposed, denote, close, lagrange ] [ camera, ieee, conference, figure, captured, technique, intrinsic ] [ person, image, dictionary, gallery, pair, matching, probe, rate, sscdl, coupled, sampling, discriminant, viper, rdc, rplm, well, kissme, prid, distance, patch, converted, metric, characterize, corresponding ]

Dual Domain Filters Based Texture and Structure Preserving Image Non-Blind Deconvolution

Yang, Hang, Zhu, Ming, Niu, Yan, Guan, Yujing, Zhang, Zhongbo





[ domain, scenario, noisy, visual, process ] [ window, stp, top, table, observe, smaller, representation, performance ] [ based, propose, forward, adaptive ] [ structure, approach, joint, volume ] [ method, proposed, sparse, algorithm, gaussian, dual, shrinkage, parameter, kernel, original, iteration, energy, iterative, regularized, low, house, matrix ] [ deconvolution, rolling, fourier, ieee, deblurring, noise, figure, preserving, stk, blurred, result, small, blur, residual, simple, quality, left, remove, ringing, signal, detail, produce, frequency ] [ image, guidance, denoising, transform, bilateral, isnr, variance, texture, outperforms, barbara, uorig, denoised, restoration, large, good, nitr, gray, scale, pieias, spatial, stft, local ]

Region-Based Temporally Consistent Video Post-Processing

Dong, Xuan, Bonev, Boyan, Zhu, Yu, Yuille, Alan L.





[ consistency, set, example, user, study, visual ] [ input, global, output, top, level ] [ frame, temporal, video, temporally, key, segmentation, average, propose, multiple, box, including, threshold, based, dynamic, segmented ] [ reconstruction, prior, neighboring, single, adjustment, estimation, reconstruct, term ] [ original, algorithm, method, curve, objective, proposed, number, optimized, solution, problem ] [ color, result, quality, exposure, high, correction, figure, mse, estimate, motion, acm, spatially, red, second, remove, conference, ieee ] [ enhancement, region, consistent, auto, corresponding, image, grading, correspondence, comparison, sce, area, difference, local, spatial, premiere, histogram, unwanted, tone, super, experimentally, reference, variance ]

Global Refinement of Random Forest

Ren, Shaoqing, Cao, Xudong, Wei, Yichen, Sun, Jian





[ learning, prediction, vision, indicator, set, randomly, dataset, human, rule, visual, subset ] [ global, training, standard, loss, recognition, decision, size, performance, better, accuracy, reduce, boosting, table, version, refined, smaller, age, feature, achieves, power, deep, clearly ] [ complementary, individual, propose, strong, strength, node, multiple ] [ forest, leaf, tree, model, error, depth, regression, randomness, face, independent, single, body ] [ random, number, pruning, vector, machine, data, function, optimization, alternating, optimal, method, parameter, formulation, matrix, mnist, regularization, experiment, reformulation ] [ conference, computer, figure, ieee, pattern, real, international, ratio, accurate, relative ] [ large, well, ideal, local, corresponding ]

Adaptive Region Pooling for Object Detection

Tsai, Yi-Hsuan, Hamsici, Onur C., Yang, Ming-Hsuan





[ set, transfer, selected, search, learning, representative, positive, test, esvm, select, evaluate, dataset, car ] [ pooling, exemplar, feature, training, coarse, table, learn, cnn, testing, pascal, better, performance, achieves, voc, transferred, top, pyramid, discriminative, apply, negative, train, map, size ] [ object, detection, bounding, recall, adaptive, overlap, segmentation, box, based, target, truth, appearance, propose, performs, mask, segmented, extract, multiple ] [ structure, detected, model, regression, ground, approach, error ] [ method, algorithm, proposed, number, note, linear, cluster ] [ figure, ratio, small, quality ] [ region, matching, rate, large, sift, well, keypoint, keypoints, image, spatial, compare ]

Discriminative and Consistent Similarities in Instance-Level Multiple Instance Learning

Rastegari, Mohammad, Hajishirzi, Hannaneh, Farhadi, Ali





[ positive, instance, mil, learning, bag, consistency, ranking, set, dataset, migraph, categorization, test, discovered, system, text, discovering, csg, datasets, introduce, rxi, coincidental, discovery, evaluate, include, work, task ] [ negative, discriminative, training, previous, global, feature, table, svm, standard, learn, accuracy, learned ] [ multiple, node, based, score, edge, walk, eij, weight, object ] [ approach, reasoning, step, model ] [ method, pairwise, algorithm, random, optimization, problem, rank, graph, function, clique, consistently, experimental, time ] [ high, figure ] [ similarity, image, consistent, maximal, large, notion, local, outperforms, benchmark, compute, includes ]

MUlti-Store Tracker (MUSTer): A Cognitive Psychology Inspired Approach to Object Tracking

Hong, Zhibin, Chen, Zhe, Wang, Chaohui, Mei, Xue, Prokhorov, Danil, Tao, Dacheng





[ set, visual, processing, store, learning, evaluation, active, process ] [ output, feature, performance, input, neural, trained, top, response ] [ memory, tracking, target, based, object, tracker, muster, appearance, correlation, long, icf, threshold, background, precision, updated, kcf, forgetting, success, retention, integrated, online, employ, survival, plot, meem, strength, employed, struck, tracked, shortterm, bounding, adaptive, ootb, frame ] [ model, estimation, occlusion, control, detected ] [ proposed, ransac, number, curve, consider, original, conducted, kernel ] [ robust, component, figure, relative, result, inside, maintain, second ] [ keypoints, keypoint, matching, image, database, matched, scale, consists, large, nearest, local, best, corresponding, stable, benchmark, filter ]

Finding Action Tubes

Gkioxari, Georgia, Malik, Jitendra





[ task, human, label, visual, positive, predicted, work, report, dataset, study, predict, correct ] [ convolutional, train, svm, feature, trained, neural, layer, network, build, accuracy, extracted, recognition, ablation, improvement, table, level, cnns, classify, jain, pascal, better, training, inspired ] [ action, detection, video, object, frame, ucf, auc, threshold, tube, average, score, appearance, wang, three, static, based, overlap, temporal, truth, performs, linked, localize ] [ approach, model, shape, rgb, ground ] [ problem, running ] [ motion, figure, optical, high, camera, produce, red, signal ] [ spatial, image, region, roc, rate ]

Learning a Convolutional Neural Network for Non-Uniform Motion Blur Removal

Sun, Jian, Cao, Wenfei, Xu, Zongben, Ponce, Jean





[ set, predict, learning, predicting, example, natural, predicted, work, probability ] [ cnn, convolutional, neural, layer, network, better, table, learned, learn, effective, training, deep, fully ] [ candidate, based, generate, complex, interval, propose ] [ approach, estimation, model, challenging, term, single, error ] [ kernel, distribution, mrf, vector, method, optimize, extension, effectively, note, markov, problem ] [ motion, blur, blurry, estimate, deblurring, figure, pixel, rotated, camera, estimated, sharp, mse, estimating, uniform, spatially, extend, nonuniform, synthetic, sext, remove, varying, rotation, deconvolution, result, removing, caused, removal, designing, blind, length, directly ] [ image, patch, dense, local, well, psnr, compare ]

Complexity-Adaptive Distance Metric for Object Proposals Generation

Xiao, Yao, Lu, Cewu, Tsougenis, Efstratios, Lu, Yongyi, Tang, Chi-Keung





[ set, search, evaluation, vision, work, process, novel, example ] [ performance, level, achieve, selective, output, larger, better, table, recognition, pascal ] [ object, superpixel, superpixels, edge, recall, iou, grouping, bounding, based, proposal, box, combination, cost, segmentation, mcg, threshold, dmin, candidate, mabo, overlap, auc, spa, detection, transition, merging, average, score, hierarchical, merged, multiple ] [ searching ] [ number, complexity, low, method, algorithm, time, graph, space ] [ color, high, figure, computer, ieee, conference, pattern, small, tested, international, total, produced ] [ distance, metric, image, dmax, area, spatial, large, best, texture, local ]

High-Fidelity Pose and Expression Normalization for Face Recognition in the Wild

Zhu, Xiangyu, Lei, Zhen, Yan, Junjie, Yi, Dong, Li, Stan Z.





[ vision, learning, trend, type, evaluate ] [ recognition, performance, table, identity, accuracy, feature, frontal, deep, contour, level, discriminative ] [ propose, boundary, based, appearance, adaptive, surrounding ] [ face, pose, expression, facial, landmark, hpen, model, invisible, shape, morphable, marching, fitting, neutral, depth, robustness, adjusted, yaw, step, editing, visibility ] [ method, normalized, original, data, analysis, proposed, machine, linear ] [ ieee, computer, pattern, conference, detail, international, figure, assumption, estimated, poisson, illumination, robust, caused, preserving, estimate ] [ image, normalization, region, database, unconstrained, large, lfw, corresponding, anchor, ddml, demonstrate, pca, correspondence ]

Transformation of Markov Random Fields for Marginal Distribution Estimation

Saito, Masaki, Okatani, Takayuki





[ set, label, learning, conditional, expected, selected, search, study ] [ coarse, map, reduce, smaller ] [ grouping, cost, object, target, fij, calculate, segmentation, indicates ] [ inference, discrete, continuous, term, free, estimation, unary, joint, approach, full, boltzmann, described ] [ mrf, marginal, energy, method, mrfs, proposed, distribution, variable, number, space, original, site, computational, discretization, consider, algorithm, augmented, graph, trw, transforming, problem, graining, downsizing, approximate, function, gibbs, markov, condition, gaussian, note, random, experimental, case, suppose, extended, grouped, xizi, third ] [ second, figure, naive, estimate, directly ] [ transformed, derived, regular, transformation, grid, applied, transform, variational, choose, calculated, image, large ]

Sparse Convolutional Neural Networks

Liu, Baoyuan, Wang, Min, Foroosh, Hassan, Tappen, Marshall, Pensky, Marianna





[ learning, work ] [ convolutional, network, layer, input, neural, accuracy, fully, convolution, performance, connected, reduce, output, feature, achieve, table, redundancy, higher, cnn, smaller, trained, size, deep, drop, training, previous, cpu, actual, cascade, achieved, loss, highly, apply ] [ object, detection, average, based, memory, divided, propose, decompose ] [ model, percentage, performed ] [ sparse, matrix, multiplication, time, sparsity, number, speedup, kernel, method, original, running, algorithm, theoretical, decomposition, row, cache, loading, column, code, scnn, linear, tensor, basis, avx, complexity, data ] [ figure, small, second, international, high, conference, total, computer ] [ dense, large, comparison, overhead, pca, image ]

FaceNet: A Unified Embedding for Face Recognition and Clustering

Schroff, Florian, Kalenichenko, Dmitry, Philbin, James





[ set, embedding, learning, test, personal, hard, select, positive, work, labeled, embeddings ] [ inception, loss, training, performance, network, table, triplet, deep, recognition, accuracy, size, convolutional, standard, architecture, input, negative, pooling, val, smaller, trained, layer, reported, representation, reduce, margin, identity, output, bottleneck, achieve, achieves, improve, cnn ] [ based, online, employ ] [ face, model, error, approach ] [ method, number, clustering, batch, data, order, space, dimensionality, reduced, compact ] [ figure, directly, squared, small, paper, clear ] [ distance, image, rate, large, lfw, false, well, accept, pair, anchor, person ]

Cascaded Hand Pose Regression

Sun, Xiao, Wei, Yichen, Liang, Shuang, Tang, Xiaoou, Sun, Jian





[ human, dataset, learning, work ] [ better, stage, previous, training, global, root, feature, learn, achieve ] [ hierarchical, object, based, frame, tracking, average, framework, truth, updated, complex ] [ pose, hand, regression, palm, estimation, holistic, depth, coordinate, articulated, cascaded, viewpoint, approach, body, fps, initial, canonical, error, parameterization, lrf, joint, model, ground, finger, initialization, forest, regressing, offset, regressors, rough, challenging, articulation ] [ random, algorithm, update, note, data ] [ pixel, estimate, camera, axis, real, estimated, figure, rotation, angle, second, plane, residual, high, pitch, motion, directly ] [ image, large, transformation, invariance, normalization, difference, applied, corresponding, good, local ]

Cross-Scene Crowd Counting via Deep Convolutional Neural Networks

Zhang, Cong, Li, Hongsheng, Wang, Xiaogang, Yang, Xiaokang





[ dataset, test, learning, unseen, randomly, set, selected, labeled, treated, surveillance, task, predict, predicted, example ] [ training, map, cnn, pedestrian, loss, table, deep, global, better, ucsd, performance, trained, convolutional, neural, input, compared, learn, learned, nonparametric ] [ crowd, density, counting, target, truth, based, count, video, detection, segmentation, foreground, ucf, candidate, three, propose, framework, object, including ] [ scene, model, regression, ground, estimation, switchable, head, introduced ] [ method, number, proposed, distribution, data, objective, kernel, normalized ] [ figure, perspective, estimated, total, absolute ] [ image, local, patch, retrieved, ridge, scheme, view, best, scale ]

The Application of Two-Level Attention Models in Deep Convolutional Neural Network for Fine-Grained Image Classification

Xiao, Tianjun, Xu, Yichong, Yang, Kuiyuan, Zhang, Jiaxing, Peng, Yuxin, Zhang, Zheng





[ bird, dog, relevant, set, selected, work, dataset, search, visual, process, prediction, domain, learning, select ] [ cnn, feature, domainnet, level, training, pipeline, performance, accuracy, deep, convolutional, detector, trained, discriminative, network, weakest, advantage, better, class, testing, filternet, train, supervision, extractor, softmax, dpd, neural, selective, arxiv, achieves, preprint, learn ] [ attention, object, bounding, detection, score, box, based, group, extract, foreground, propose, three, utilize ] [ error, pose, step, provide, deformable, detailed ] [ method, cluster, proposed, data, clustering, selects ] [ figure, second, high, phase ] [ image, patch, best, large ]

End-to-End Integration of a Convolution Network, Deformable Parts Model and Non-Maximum Suppression

Wan, Li, Eigen, David, Fergus, Rob





[ set, system, learning, human, positive, prediction, perform, green, predicted ] [ loss, training, convolutional, convnet, dpm, network, root, input, layer, performance, train, feature, pascal, response, negative, trained, apply, def, hog, max, output, map, size, table, pyramid, voc, convolution, class, improves, deep, integrating, imagenet, structured, achieves, neural, discriminative, activation ] [ object, bounding, detection, box, appearance, cost, suppression, entire, online, three ] [ model, deformation, ground, deformable, location, joint ] [ note, assignment, function, form, machine ] [ figure, red, computer, ieee, relative ] [ image, view, spatial, applied, scale, person, well, region ]

A Mixed Bag of Emotions: Model, Predict, and Transfer Emotion Distributions

Peng, Kuan-Chuan, Chen, Tsuhan, Sadovnik, Amir, Gallagher, Andrew C.





[ emotion, evoked, source, probability, category, transferring, cnnr, predicting, emotional, user, set, transfer, provided, work, predict, amt, positive, dmtr, keywords, subject, joy, semantic, study, hit, randomly, human ] [ table, previous, better, cnn, input, performance, convolutional, feature, neural, level, training, comparable ] [ target, truth, framework, multiple, three, average, saliency, propose, based ] [ ground, affective, dominant, single, model, svr ] [ distribution, method, basic, random, proposed, experiment, number, changing, algorithm ] [ color, figure, international, adopt, uniform, ieee ] [ image, transformed, distance, change, texture, outperforms, closer, tone, compare, database, corresponding, transform, histogram, difference, modify ]

Neuroaesthetics in Fashion: Modeling the Perception of Fashionability

Simo-Serra, Edgar, Fidler, Sanja, Moreno-Noguer, Francesc, Urtasun, Raquel





[ fashionability, post, user, clothing, fashion, dataset, type, latent, work, predicting, fashionable, pastel, semantic, prediction, casual, enp, style, refer, predict, dress, sentiment, los, analyze, perform, personal, going, country, ethnicity, people, garment, example ] [ table, feature, crf, learn, network, deep, output, class, improve, setting, map, hidden, performance, neural, input ] [ online, segmentation, individual, strong ] [ model, scene, current, social, dominant, unary, location, face, reader ] [ number, order, analysis, pairwise, random, note, cluster, time ] [ black, figure, high, photograph, small, blue ] [ image, large, well, person, visualization, scale, compute, consists ]

Part-Based Modelling of Compound Scenes From Images

van den Hengel, Anton, Russell, Chris, Dick, Anthony, Bastian, John, Pooley, Daniel, Fleming, Lachlan, Agapito, Lourdes





[ set, work, randomly, aim, natural, semantic, example ] [ input, performance, testing, adding, van, table ] [ object, based, correctly, generated, video, three ] [ structure, scene, template, silhouette, reconstruction, lego, model, shape, building, allows, plausible, single, fact, pose ] [ method, matrix, number, problem, projection, space, case, vector, form, block, note, general, support, row, basis, required, den, order, min, arg, optimization, binary, constructed, original ] [ figure, noise, real, estimated, estimate, recovered, camera, synthetic, recover, varying, estimating, measurement, physically, computer, equation, component, high ] [ image, fraction, corresponding, represents, true, impact, large ]

Efficient Parallel Optimization for Potts Energy With Hierarchical Fusion

Veksler, Olga





[ label, labeling, set, vision, subset, perform ] [ factor, level, better, smaller, larger, root, recognition, compared, achieve ] [ node, hierarchical, based, boundary, assigned ] [ tree, approach, unary, performed, initial, structure, fact, model ] [ algorithm, expansion, fusion, energy, potts, optimality, iteration, number, optimal, fpq, optimization, time, approximation, binary, running, swap, problem, optimizing, move, pairwise, machine, solution, graph, labellings, minimization, repeat, intelligence, counted, xab, guaranteed, depend, proof, iterative, converged, speedup, case, random, analysis ] [ parallel, computer, ieee, pattern, conference, figure, pixel, stereo, left, result ] [ image, good, partial, illustrated, comparison, hierarchy, return, best ]

Pooled Motion Features for First-Person Videos

Ryoo, Michael S., Rothrock, Brandon, Matthies, Larry





[ dataset, set, human, learning, datasets ] [ feature, representation, pooling, cnn, recognition, ifv, performance, pyramid, advantage, compared, designed, previous, overfeat, max, combining, improved, caffe, convolutional, better, pooled, hog, class, table, public ] [ pot, temporal, activity, video, series, dogcentric, itf, multiple, uec, hof, appearance, park, based, entire, framework, including, combined, egocentric, mbh, stip, sequence ] [ capture, single, structure, performed, approach, described, cuboid ] [ time, vector, superior, number, idea, explicitly ] [ motion, figure, conventional, camera, optical, result, tested ] [ bow, descriptor, image, best, local, histogram, well, representing ]

Functional Correspondence by Matrix Completion

Kovnatsky, Artiom, Bronstein, Michael M., Bresson, Xavier, Vandergheynst, Pierre





[ human, work, soft, system, set ] [ setting, map, representation, performance, version ] [ localized, wij ] [ shape, structure, point, completion, approach, error, mesh, localization, model, introduced, term, princeton, alignment, scape, deformable ] [ matrix, problem, method, functional, data, manifold, laplacian, optimization, note, function, number, ovsjanikov, row, min, proposed, diagonal, scarce, basis, pokrass, eigenbases, denote, rank, kernel, delta, graph, geodesic, dirichlet, computational, minimizing, isometric, compressed, represented, linear, subspace, case, analysis, norm, spectral ] [ figure, intrinsic, computer, quality, fourier, geometry ] [ correspondence, geometric, corresponding, matching, respective, large, computed, dense ]

Elastic-Net Regularization of Singular Values for Robust Subspace Learning

Kim, Eunwoo, Lee, Minsik, Oh, Songhwai





[ learning, selected, example, introduce ] [ performance, compared ] [ based, average, cost, sequence, background, frame, heavy, strong, stationary, including, static ] [ reconstruction, point, error, modeling, approach, estimation ] [ proposed, method, matrix, data, unifying, facten, rank, problem, algorithm, missing, factorization, solution, approximation, regularization, outlier, singular, solve, aladm, min, minimization, principal, computational, kkt, subspace, analysis, augmented, norm, alternating, corrupted, giraffe, number, optimization, ialm, convex, range, esyn, function, convergence, journal, update, time, computation, solved, machine, iteration, note, shark ] [ figure, robust, presence, synthetic, motion, ratio, component, photometric, lagrangian, ieee ] [ applied, image, weighted, gradient ]

Hardware Compliant Approximate Image Codes

Kuang, Da, Gittens, Alex, Hamid, Raffay





[ vision, set, visual, work, encode ] [ accuracy, size, table, training, pascal, increase, feature, mit, standard, compared, discriminative, better, class ] [ average, memory, plot, cost ] [ error, reconstruction, approach, fact, volume ] [ encoding, exact, approximate, llc, proposed, approximation, codewords, analysis, linear, coding, note, cluster, matrix, perturbation, codebook, bmt, number, normalized, solving, main, intuition, empirical, assignment, theorem, sparse, computational, function, consider, complexity, multiplication, min, codeword, cholesky ] [ computer, figure, equation, ieee, hardware, pattern, high ] [ scheme, nearest, image, dictionary, cvpr, local, counterpart, large, modern, distance ]

Photometric Refinement of Depth Maps for Multi-Albedo Objects

Chatterjee, Avishek, Madhav Govindu, Venu





[ vision, novel ] [ highly, map, raw, global ] [ cost, object, combination, propose, multiple ] [ depth, surface, normal, reconstruction, approach, shape, kinect, estimation, free, plate ] [ method, matrix, rank, solve, factorization, function, linear, problem, approximation, algorithm, norm, solution, optimal, note, range, solved, iteratively, solving, lie, case ] [ albedo, photometric, brightness, figure, computer, observed, radiometric, constant, equation, stereo, calibration, robust, high, light, pixel, noise, estimated, lighting, pattern, lambertian, varying, accurately, recover, intensity, camera, specular, quality, international, illumination, estimate, terracotta, uncalibrated, monotonically, component, recovering, relative, anp, ambiguity, conference ] [ image, gradient, wide, well, corresponding ]

Predicting the Future Behavior of a Time-Varying Probability Distribution

Lampert, Christoph H.





[ set, probability, learning, prediction, domain, future, predicted, embedding, adaptation, work, extrapolating, predict, visual, vision, source, conditional, predicting, test, extrapolate, embeddings, study, positive ] [ training, learn, setting, table, feature, input, apply, identity, actual ] [ target, video, situation, sequence ] [ step, regression, mixture, model, split ] [ distribution, data, time, edd, kernel, sample, herding, rkhs, method, machine, hilbert, space, linear, operator, problem, empirical, order, number, predsvm, convex, form, working, reproducing, experiment, practical, inner, vector, regularization ] [ observed, conference, synthetic, figure, estimate, computer, real, international, second, equation ] [ true, weighted, distance, consists ]

Classifier Based Graph Construction for Video Segmentation

Khoreva, Anna, Galasso, Fabio, Hein, Matthias, Schiele, Bernt





[ set, learning, type, learnt, work, subset, common, test, baseline, visual ] [ performance, validation, training, feature, improves, better, connected, improve, table, improvement, level, learn ] [ video, segmentation, edge, superpixels, based, topology, partitioning, bpr, superpixel, wij, vpr, boundary, appearance, precision, galasso, measure, frame, temporal, object, propose, ncl, average, hierarchical, partition, mjf ] [ model, shape, approach, provide, allows, challenging, procedure, split ] [ graph, proposed, number, consider, spectral, clustering, construction, selection, method, algorithm, exp, optimal, literature, matrix ] [ figure, calibration, motion, length, optical ] [ similarity, image, best, distance, large, neighbor, compute ]

ActivityNet: A Large-Scale Video Benchmark for Human Activity Understanding

Caba Heilbron, Fabian, Escorcia, Victor, Ghanem, Bernard, Carlos Niebles, Juan





[ activitynet, human, untrimmed, dataset, datasets, category, existing, household, collection, annotation, vision, set, test, semantic, personal, encode, visual, goal, taxonomy, variety, benchmarking, report, cleaning, hardest, search, introduce, hard, annotated, rich ] [ recognition, performance, feature, level, top, deep, table, class, validation, challenge, map, structured, training, size ] [ activity, video, action, trimmed, temporal, detection, three, ing, object, multiple, average, thumos, organization, static, measure ] [ current, provide, scene ] [ number, data, order, note, largest, analysis, time, third ] [ figure, computer, motion, second, international, care ] [ large, benchmark, scale, compare, false, best, limited, tier, hierarchy ]

Mid-Level Deep Pattern Mining

Li, Yao, Liu, Lingqiao, Shen, Chunhua, van den Hengel, Anton





[ visual, mining, association, set, rule, discovered, discovery, dataset, discover, process, category, work, natural, baseline, representativeness, positive, test, outperforming, item ] [ cnn, activation, training, discriminative, pooling, feature, mdpm, table, neural, convolutional, performance, recognition, deep, max, representation, appealing, mit, pascal, voc, conf, detector, accuracy, suppmin, scfvc, ensemble, extracted, class, previous, apply, train, frequent ] [ object, target, based, bounding, box, detection, merging ] [ approach, indoor, scene, current ] [ element, number, proposed, algorithm, encoding, min, largest, method, linear ] [ pattern, ieee, transaction, figure, high ] [ image, large, patch, corresponding, vlad, local ]

Prediction of Search Targets From Fixations in Open-World Settings

Sattar, Hosnieh, Muller, Sabine, Fritz, Mario, Bulling, Andreas





[ search, visual, book, prediction, set, predict, task, amazon, work, predicting, chance, behaviour, human, learning, evaluation, colour, collage, natural, synthesised, investigated, user, relevance, qtest, vision, qtrain, dataset, test, categorical, focused ] [ accuracy, setting, level, size, previous, training, performance, train, window, recognition, optimum, higher, learn, svm ] [ target, eye, three, average, cognitive, movement, based, tracker, appearance, longer ] [ gaze, potential, model, approach, challenging, control, searching ] [ data, number, problem, proposed, formulation, minimum, binary, journal, random, method, experiment, implicit ] [ figure, assume, pattern ] [ image, query, sampling, well, similarity, retrieval, patch ]

Understanding Image Representations by Measuring Their Equivariance and Equivalence

Lenc, Karel, Vedaldi, Andrea





[ learning, visual, set, task, cat, example ] [ equivariant, hog, feature, convolutional, representation, learned, deep, cnn, layer, input, performance, equivariance, structured, lexn, training, regulariser, table, neighbourhood, learn, map, lcs, loss, trained, better, size, neural, shallow, output, compensated, generic ] [ ] [ regression, error, reconstruction, pose, structure, fact ] [ mapping, equivalence, data, sparsity, permutation, linear, number, case, sparse, experiment, method, original, objective, problem, empirically ] [ rotation, figure, vertical, horizontal, small, second, translation, stitching, direct ] [ image, transformation, invariant, invariance, local, corresponding, good, geometric, distance ]

Effective Learning-Based Illuminant Estimation Using Simple Features

Cheng, Dongliang, Price, Brian, Cohen, Scott, Brown, Michael S.





[ set, work, evaluation, natural, subset ] [ training, performance, table, feature, input, ensemble, better, output, trained, van, reported ] [ based, truth, average, including, three, group, framework ] [ regression, tree, estimation, rgb, error, scene, ground, approach, surface, evaluated, model ] [ data, method, proposed, number, time, spectral, space ] [ color, chromaticity, illuminant, illumination, constancy, camera, gamut, figure, simple, median, josa, estimated, mode, angular, result, laboratory, palette, sfu, corrected, paper, learningbased ] [ image, best, local, statistical, comparison, bayesian, compare, fast, good ]

PAIGE: PAirwise Image Geometry Encoding for Improved Efficiency in Structure-From-Motion

Schonberger, Johannes L., Berg, Alexander C., Frahm, Jan-Michael





[ visual, evaluation, predict, incremental, positive, strategy, describe ] [ feature, stage, reduce, training, performance ] [ overlap, based, eye, propose, multiple ] [ location, orientation, approach, scene, sfm, volume, structure, reconstruction, model ] [ number, pairwise, method, approximate, time, computational, proposed, encoding, random, quadratic, data, matrix, scalable, low, ransac ] [ geometry, camera, figure, square, produce, small, rotation, translation, motion, relative, robust ] [ image, matching, paige, change, geometric, retrieval, rome, vocabulary, large, pair, match, exhaustive, trafalgar, london, tate, san, histogram, overhead, modern, marco, true, preemptive, false, scale, sift, overlapping, compute, similarity, descriptor, putative, fast, corresponding ]

Dense, Accurate Optical Flow Estimation With Piecewise Parametric Model

Yang, Jiaolong, Li, Hongdong





[ vision, set, work, labeling, label, european, test, example, clean ] [ recognition, table, training, compared ] [ complex, segmentation, based, multiple, segment, frame ] [ model, estimation, term, kitti, joint, represent, discrete, approach, error, occluded, volume, initialization, initial ] [ method, energy, proposed, algorithm, data, function, time, note, optimization, minimization, journal, number, analysis, machine, intelligence, pairwise, solve, problem ] [ motion, optical, computer, parametric, homography, piecewise, conference, pattern, ieee, international, small, mdl, figure, estimated, continuity, homographies, accurate, pixel, estimate, middlebury, homogeneous, flow, brightness, constancy ] [ image, large, benchmark, dense, well, sintel, displacement, variational, comparison, fast ]

Single-Image Estimation of the Camera Response Function in Near-Lighting

Rodrigues, Pedro, Barreto, Joao P.





[ vision, perform, system, work, set, written ] [ crf, response, generic, previous ] [ multiple, strong, segmentation, three, applicable ] [ estimation, approach, scene, model, single, described, shape, performed, surface, step, require, procedure ] [ method, function, proposed, linear, machine, algorithm, vector, crfs, note, analysis, range ] [ calibration, light, camera, vignetting, white, albedo, radiometric, color, computer, ieee, isolines, irradiance, figure, pattern, balance, isoline, ratio, conference, caltag, brightness, estimate, endoscopic, zoom, constant, lens, sensor, equation, pixel, high, surgeon, isovalue, endoscopy, correction, arthroscope, planar, calibrated, carried ] [ image, grid, medical, acquired, geometric, well, scale, patch, invariance ]

Multispectral Pedestrian Detection: Benchmark Dataset and Baseline

Hwang, Soonmin, Park, Jaesik, Kim, Namil, Choi, Yukyung, So Kweon, In





[ dataset, vision, datasets, human, positive, annotated, introduce, evaluation, baseline, system, existing ] [ acf, pedestrian, channel, feature, negative, capturing, recognition, additional, compared, trained, better, larger, standard, performance, caltech ] [ detection, based, object, three, bounding, temporal, average, frame, heavy, video ] [ occlusion, aligned, height, occluded, visible, shape, kitti ] [ number, analysis, proposed, machine, extension, algorithm ] [ thermal, color, multispectral, camera, figure, pattern, computer, ieee, conference, captured, infrared, hardware, day, beam, night, pixel, reasonable, nighttime, international, calibration, braking, splitter, handle, daytime, medium ] [ image, rate, false, distance, scale, partial, gradient, voting, person ]

A Low-Dimensional Step Pattern Analysis Algorithm With Application to Multimodal Retinal Image Registration

Addison Lee, Jimmy, Cheng, Jun, Hai Lee, Beng, Ping Ong, Ee, Xu, Guozhen, Wing Kee Wong, Damon, Liu, Jiang, Laude, Augustinus, Han Lim, Tock





[ multimodal, dataset, test, datasets, describe ] [ feature