SimCLR

Leaderboards

Most popular leaderboards.

ImageNet related leaderboards dominatexd by SimCLR and related models from Google. Also CowMix, S4L, CPC, and BYOL worth checking.

CIFAR-10(smaller then ImageNet) is dominated by FixMatch and related models. EnAET and SWSA worth checking.

ImageNet - 10% labeled data

https://paperswithcode.com/sota/semi-supervised-image-classification-on-2

• Places 1-6. SimCLR and it's versions(Big Self-Supervised Models are Strong Semi-Supervised Learners). By Google
• CowMix (Milking CowMask for Semi-Supervised Image Classification) also from Google.
• S4L: Self-Supervised Semi-Supervised Learning
• CPC: Data-Efficient Image Recognition with Contrastive Predictive Coding

ImageNet - 1% labeled data

https://paperswithcode.com/sota/semi-supervised-image-classification-on-1

• 1-4. SimCLR
• 5. BYOL: Bootstrap Your Own Latent: A New Approach to Self-Supervised Learning. This approach doesn't have 10% dataset score.

CIFAR-10, 4000 Labels

https://paperswithcode.com/sota/semi-supervised-image-classification-on-cifar

EnAET: Self-Trained Ensemble AutoEncoding Transformations for Semi-Supervised Learning

• FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence
• SWSA: There Are Many Consistent Explanations of Unlabeled Data: Why You Should Average