OpenCodePapers

contrastive-learning-on-imagenet-1k

Contrastive Learning
Dataset Link
Results over time
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Leaderboard
PaperCodeImageNet Top-1 AccuracyModelNameReleaseDate
Matrix Information Theory for Self-Supervised Learning✓ Link73.6ResNet502023-05-27
What Makes for Good Views for Contrastive Learning?✓ Link73ResNet502020-05-20
Improved Baselines with Momentum Contrastive Learning✓ Link71.1ResNet502020-03-09
A Simple Framework for Contrastive Learning of Visual Representations✓ Link69.3ResNet502020-02-13
Prototypical Contrastive Learning of Unsupervised Representations✓ Link67.6ResNet50 (v2)2020-05-11
Data-Efficient Image Recognition with Contrastive Predictive Coding✓ Link63.8ResNet50 (v2)2019-05-22
Self-Supervised Learning of Pretext-Invariant Representations✓ Link63.6ResNet502019-12-04
Prototypical Contrastive Learning of Unsupervised Representations✓ Link61.5ResNet502020-05-11
Self-labelling via simultaneous clustering and representation learning✓ Link61.5ResNet502019-11-13
Large Scale Adversarial Representation Learning✓ Link61.3ResNet50 (4×)2019-07-04
Momentum Contrast for Unsupervised Visual Representation Learning✓ Link60.6ResNet502019-11-13
Local Aggregation for Unsupervised Learning of Visual Embeddings✓ Link60.2ResNet502019-03-29
Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination✓ Link56.5ResNet502018-05-05
Data-Efficient Image Recognition with Contrastive Predictive Coding✓ Link48.7 ResNet v2 1012019-05-22