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The theoretical problems with deep convnets are far worse than with traditional reconstruction algorithms. They have a far greater capacity to hallucinate or ha
by dontreact 7y ago
The theoretical problems with deep convnets are far worse than with traditional reconstruction algorithms. They have a far greater capacity to hallucinate or have unexpected behavior on new inputs (see GANS, or the imagenet-c dataset where by simply adding a little motion blur they nuked resnet performance)