vicreg

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vturrisi / solo-learn

solo-learn: a library of self-supervised methods for visual representation learning powered by Pytorch Lightning

pytorch dino mae moco self-supervised-learning byol nvidia-dali transformer-models pytorch-lightning simclr contrastive-learning deepcluster simsiam swav barlow-twins vicreg nnclr ressl vibcreg masked-input-prediction

Updated
Python

theolepage / sslsv

Star

Toolkit for training and evaluating Self-Supervised Learning (SSL) frameworks for Speaker Verification (SV).

ssl deep-learning pytorch speaker-recognition speaker-verification sv cpc dino moco self-supervised-learning voxceleb byol simclr deepcluster simsiam swav vicreg barlowtwins speaker-representation w-mse

Updated
Python

This a tensorflow implementation of VICReg - a self-supervised learning architecture that prevents collapse in an intuitive manner using a loss function that 1. maintains the variance of each embedding over a batch above a threshold and 2. decorrelating pairs of embeddings over a batch and attracting them to 0. Training was done using TPU on colab

tensorflow variance covariance tpu invariance vicreg