We, as human beings, can understand and picture a familiar scene from arbitrary viewpoints given single image, whereas this is still grand challenge for computers. We hereby present novel solution to mimic such perception capability based on new paradigm of amodal 3D understanding with neural rendering closed scene. Specifically, we first learn the prior knowledge objects in via an offline stag...

In this paper we explain the processing in the first layers of the visual cortex by simple, complex and endstopped cells, plus grouping cells for line, edge, keypoint and saliency detection. Three visualisations are presented: (a) an integrated scheme that shows activities of simple, complex and end-stopped cells, (b) artistic combinations of selected activity maps that give an impression of gl...