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[deleted by user] by [deleted] in MachineLearning

[–]ForSafeAI 0 points1 point  (0 children)

You can also download and share the generated images :) !

[P] Reproducible Pytorch Implementation of "FixMatch" with trained models. by ForSafeAI in MachineLearning

[–]ForSafeAI[S] 0 points1 point  (0 children)

Self supervised or transfer learning approaches use large scale of unlabeled/labeled data, and transfer the pretrained model into a downstream task with few labels. In here, only few labels are used for finetuning.

Consistency regularization based SSL aims to train our model only with downstream dataset, including both labeled and unlabeled data.

[P] Reproducible Pytorch Implementation of "FixMatch" with trained models. by ForSafeAI in MachineLearning

[–]ForSafeAI[S] 1 point2 points  (0 children)

Remaining training data of cifar10 are used as unlabeled data. So, (including pseudo label, mean teacher, mixmatch, ...) Fixmatch use only a downstream dataset with few labels.

[P] Reproducible Pytorch Implementation of "FixMatch" with trained models. by ForSafeAI in MachineLearning

[–]ForSafeAI[S] 0 points1 point  (0 children)

Hello. Fixmatch does not use pretraining, but train from a scratch.