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Yes, maybe. But it is at least unclear whether is inherently CNN or not (many people would vote for no). ImageNet training data is heavily texture dependent, th
by liuliu 7y ago
Yes, maybe. But it is at least unclear whether is inherently CNN or not (many people would vote for no). ImageNet training data is heavily texture dependent, therefore, the trained model leaning towards texture information more. Some recent papers did style transfer to randomize textures in order to train the model to focus more on the shape, the reported results seem good.
- w_t_payne 7y agoExactly. I would also add (although without strong evidence to support my assertion) that it seems to be more a function of the training data than of the network architecture.