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Semantic and Instance Segmentation

Object Detection draws a rectangle around an object. Segmentation is more demanding still: classify every single pixel. The architecture this demands has a distinctive shape — downsample to understand what's in the image, then upsample back to full resolution to say exactly where — and the skip connections carrying detail across that shape are the entire design.