Semi-Supervised Image Classification on cifar-100, 10000 Labels

Metric: Percentage error (lower is better)

LeaderboardDataset

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Results

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#	Model↕	Percentage error▲	Extra Data	Paper	Date↕	Code
1	CCSSL(FixMatch)	19.32	No	Class-Aware Contrastive Semi-Supervised Learning	2022-03-04	Code
2	SimMatch	20.58	No	SimMatch: Semi-supervised Learning with Similari...	2022-03-14	Code
3	FixMatch+CR	21.03	No	Contrastive Regularization for Semi-Supervised L...	2022-01-17	-
4	NP-Match	21.22	No	NP-Match: When Neural Processes meet Semi-Superv...	2022-07-03	Code
5	SMPL (WRN-28-8)	21.68	No	Self Meta Pseudo Labels: Meta Pseudo Labels With...	2022-12-27	-
6	FreeMatch	21.68	No	FreeMatch: Self-adaptive Thresholding for Semi-s...	2022-05-15	Code
7	SimPLE (WRN-28-8)	21.89	No	SimPLE: Similar Pseudo Label Exploitation for Se...	2021-03-30	Code
8	FixMatch (RA, WRN-28-8)	22.6	No	FixMatch: Simplifying Semi-Supervised Learning w...	2020-01-21	Code
9	EnAET (WRN-28-2-Large)	22.92	No	EnAET: A Self-Trained framework for Semi-Supervi...	2019-11-21	Code
10	LiDAM	23.22	No	LiDAM: Semi-Supervised Learning with Localized D...	2020-10-13	-
11	SHOT-VAE	25.3	No	SHOT-VAE: Semi-supervised Deep Generative Models...	2020-11-21	Code
12	UPS (CNN-13)	32	No	In Defense of Pseudo-Labeling: An Uncertainty-Aw...	2021-01-15	Code
13	Dual Student (480)	32.77	No	Dual Student: Breaking the Limits of the Teacher...	2019-09-03	Code
14	R2-D2 (CNN-13)	32.87	No	Repetitive Reprediction Deep Decipher for Semi-S...	2019-08-09	Code
15	Temporal ensembling	38.65	No	Temporal Ensembling for Semi-Supervised Learning	2016-10-07	Code
16	SESEMI SSL (ConvNet)	38.7	No	Exploring Self-Supervised Regularization for Sup...	2019-06-25	Code
17	Ⅱ-Model	39.19	No	Regularization With Stochastic Transformations a...	2016-06-14	-