Image Classification on ImageNet - 10% labeled data

Metric: Top 5 Accuracy (higher is better)

LeaderboardDataset

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#	Model↕	Top 5 Accuracy▼	Extra Data	Paper	Date↕	Code
1	SimMatch + EPASS (ResNet-50)	92.6	No	Debiasing, calibrating, and improving Semi-super...	2023-10-24	Code
2	SequenceMatch (ResNet-50)	91.9	No	SequenceMatch: Revisiting the design of weak-str...	2023-10-24	Code
3	CoMatch + EPASS (ResNet-50)	91.5	No	Debiasing, calibrating, and improving Semi-super...	2023-10-24	Code
4	I-VNE+ (ResNet-50)	89.9	No	VNE: An Effective Method for Improving Deep Repr...	2023-04-04	Code
5	NNCLR (ResNet-50)	89.3	No	With a Little Help from My Friends: Nearest-Neig...	2021-04-29	Code
6	Barlow Twins (ResNet-50)	89.3	No	Barlow Twins: Self-Supervised Learning via Redun...	2021-03-04	Code
7	UDA	88.52	No	Unsupervised Data Augmentation for Consistency T...	2019-04-29	Code

#1SimMatch + EPASS (ResNet-50)SOTA
92.6
Top 5 Accuracy· 2023-10-24
Debiasing, calibrating, and improving Semi-supervised Learning performance via simple Ensemble Projector Code
#2SequenceMatch (ResNet-50)
91.9
Top 5 Accuracy· 2023-10-24
SequenceMatch: Revisiting the design of weak-strong augmentations for Semi-supervised learning Code
#3CoMatch + EPASS (ResNet-50)
91.5
Top 5 Accuracy· 2023-10-24
Debiasing, calibrating, and improving Semi-supervised Learning performance via simple Ensemble Projector Code
#4I-VNE+ (ResNet-50)SOTA
89.9
Top 5 Accuracy· 2023-04-04
VNE: An Effective Method for Improving Deep Representation by Manipulating Eigenvalue Distribution Code
#5NNCLR (ResNet-50)
89.3
Top 5 Accuracy· 2021-04-29
With a Little Help from My Friends: Nearest-Neighbor Contrastive Learning of Visual Representations Code
#6Barlow Twins (ResNet-50)SOTA
89.3
Top 5 Accuracy· 2021-03-04
Barlow Twins: Self-Supervised Learning via Redundancy Reduction Code
#7UDASOTA
88.52
Top 5 Accuracy· 2019-04-29
Unsupervised Data Augmentation for Consistency Training Code