The instance segmentation task in computer vision involves labeling each pixel in an image with a class and an instance label. It can be thought of as a generalization of the semantic segmentation ...

Although deep learning has enabled massive strides in visual recognition tasks including object detection, most of these advances have been made in 2D object recognition. However, these improvements ...