Semi-Supervised Image Classification on CIFAR-10, 1000 Labels

Metric: Accuracy (higher is better)

LeaderboardDataset

Loading chart...

Results

Submit a result

Sort:

#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	MixMatch	92.25	No	MixMatch: A Holistic Approach to Semi-Supervised...	2019-05-06	Code
2	UPS (CNN-13)	91.82	No	In Defense of Pseudo-Labeling: An Uncertainty-Aw...	2021-01-15	Code
3	Triple-GAN-V2 (ResNet-26)	91.59	No	Triple Generative Adversarial Networks	2019-12-20	Code
4	LiDAM	89.04	No	LiDAM: Semi-Supervised Learning with Localized D...	2020-10-13	-
5	Dual Student (600)	85.83	No	Dual Student: Breaking the Limits of the Teacher...	2019-09-03	Code
6	Triple-GAN-V2 (CNN-13)	85	No	Triple Generative Adversarial Networks	2019-12-20	Code
7	ICT (CNN-13)	84.52	No	Interpolation Consistency Training for Semi-Supe...	2019-03-09	Code
8	SESEMI SSL (ConvNet)	82.12	No	Exploring Self-Supervised Regularization for Sup...	2019-06-25	Code
9	Triple-GAN-V2 (CNN-13, no aug)	81.81	No	Triple Generative Adversarial Networks	2019-12-20	Code

#1MixMatchSOTA
92.25
Accuracy· 2019-05-06
MixMatch: A Holistic Approach to Semi-Supervised Learning Code
#2UPS (CNN-13)
91.82
Accuracy· 2021-01-15
In Defense of Pseudo-Labeling: An Uncertainty-Aware Pseudo-label Selection Framework for Semi-Supervised Learning Code
#3Triple-GAN-V2 (ResNet-26)
91.59
Accuracy· 2019-12-20
Triple Generative Adversarial Networks Code
#4LiDAM
89.04
Accuracy· 2020-10-13
LiDAM: Semi-Supervised Learning with Localized Domain Adaptation and Iterative Matching
#5Dual Student (600)
85.83
Accuracy· 2019-09-03
Dual Student: Breaking the Limits of the Teacher in Semi-supervised Learning Code
#6Triple-GAN-V2 (CNN-13)
85
Accuracy· 2019-12-20
Triple Generative Adversarial Networks Code
#7ICT (CNN-13)SOTA
84.52
Accuracy· 2019-03-09
Interpolation Consistency Training for Semi-Supervised Learning Code
#8SESEMI SSL (ConvNet)
82.12
Accuracy· 2019-06-25
Exploring Self-Supervised Regularization for Supervised and Semi-Supervised Learning Code
#9Triple-GAN-V2 (CNN-13, no aug)
81.81
Accuracy· 2019-12-20
Triple Generative Adversarial Networks Code