L2 normalization and cosine similarity matrix calculationįirst, one needs to apply an L2 normalization to the features, otherwise, this method does not work. Here we provide you with some important info. There are different ways to develop contrastive loss. The final loss is computed by summing all positive pairs and divide by 2 × N = v i e w s × b a t c h _ s i z e 2\times N = views \times batch\_size 2 × N = v i e w s × b a t c h _ s i z e Τ \tau τ denotes a temperature parameter. For more info on that check how we are going to index the similarity matrix to get the positives and the negatives. ℓ i, j = − log exp ( sim ( z i, z j ) / τ ) ∑ k = 1 2 N 1 exp ( sim ( z i, z k ) / τ ) \ell_ 1 ∈ 0, 1 is an indicator function evaluating to 1 iff k ! = i k != i k ! = i.
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