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The architecture of SimSiam. Two augmented images passed through the same encoder, which is comprised of a backbone (ResNet) and a projection MLP. A prediction MLP ( is used on one side, and a stop-gradient strategy is employed on the other to avoid collapse. The model aims to maximize the similarity between both views. SimSiam does not use negative pairs or a momentum encoder.
