the Science : the Sea and I (official video stills) created by the denial.of.service ©2017

/ MethLab Recordings ©2017





* full-on motion piece is completed & will go live in a few weeks according to the record label's release schedule *





*** this is, largely, a practical implementation of several techniques as described in the following papers:

• Neural Style-Transfer Using Convolutional Neural-Networks by Leon A. Gatys, Alexander S. Ecker, Matthias Bethge

http://www.cv-foundation.org/openaccess/content_cvpr_2016/papers/Gatys_Image_Style_Transfer_CVPR_2016_paper.pdf

• Artistic Style Transfer for Videos by Manuel Ruder, Alexey Dosovitskiy, Thomas Brox

https://arxiv.org/abs/1604.08610

• A Neural Algorithm of Artistic Style by Leon A. Gatys, Alexander S. Ecker, Matthias Bethge

https://arxiv.org/abs/1508.06576

• Preserving Color in Neural Artistic Style Transfer by Leon A. Gatys, Matthias Bethge, Aaron Hertzmann, Eli Shechtman

https://arxiv.org/abs/1606.05897

- deep-matching DeepFlow algorithm by Philippe Weinzaepfel, Jerome Revaud, Zaid Harchaoui,Cordelia Schmid

https://thoth.inrialpes.fr/src/deepflow

- original Tensorflow implementation by Smith, Cameron

https://github.com/cysmith/neural-style-tf) (cysmith ©2016-17





*** all machine-learning code customisations, neural-training, custom styles, deep-flow/optical-flow calculation & artistic neural-style transfer by the denial.of.service ©2017





*** (modded) sonification & RGB-reactive pastiche (P55) code originally courtesy of Tomasz Sulej / https://github.com/tsulej





_ddos :

_the.science :



_methlab :





