Comparison of annotations using traditional manual labeling tools (middle column) and fluid annotation (right) on three COCO images. While object boundaries are often more accurate when using manual labeling tools, the biggest source of annotation differences is because human annotators often disagree on the exact object class. Image Credits: sneaka, original image (top), Dan Hurt, original image (middle), Melodie Mesiano, original image (bottom).