OpenCodePapers

semi-supervised-image-classification-on-cifar-9

Semi-Supervised Image Classification
Dataset Link
Results over time
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Leaderboard
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PaperCodePercentage errorModelNameReleaseDate
SST: Self-training with Self-adaptive Thresholding for Semi-supervised Learning16.62±0.28Semi-SST (ViT-Small)2025-05-31
SST: Self-training with Self-adaptive Thresholding for Semi-supervised Learning18.51±0.36Super-SST (ViT-Small)2025-05-31
ViTSGMM: A Robust Semi-Supervised Image Recognition Network Using Sparse Labels✓ Link22.19SemiOccam2025-06-04
Class-Aware Contrastive Semi-Supervised Learning✓ Link24.3CCSSL(FixMatch)2022-03-04
SimMatch: Semi-supervised Learning with Similarity Matching✓ Link25.07SimMatch2022-03-14
Shrinking Class Space for Enhanced Certainty in Semi-Supervised Learning✓ Link25.17ShrinkMatch2023-08-13
[]()25.88±0.23FixMatch+DM
NP-Match: When Neural Processes meet Semi-Supervised Learning✓ Link26.03NP-Match2022-07-03
FreeMatch: Self-adaptive Thresholding for Semi-supervised Learning✓ Link26.47FreeMatch2022-05-15
FlexMatch: Boosting Semi-Supervised Learning with Curriculum Pseudo Labeling✓ Link26.49±0.20FlexMatch2021-10-15
LiDAM: Semi-Supervised Learning with Localized Domain Adaptation and Iterative Matching26.50LiDAM2020-10-13
DoubleMatch: Improving Semi-Supervised Learning with Self-Supervision✓ Link27.07± 0.26DoubleMatch2022-05-11
Dash: Semi-Supervised Learning with Dynamic Thresholding27.18±0.21Dash (RA, WRN-28-8)2021-09-01
ReMixMatch: Semi-Supervised Learning with Distribution Alignment and Augmentation Anchoring✓ Link27.43±0.31ReMixMatch2019-11-21
Contrastive Regularization for Semi-Supervised Learning27.58FixMatch+CR2022-01-17
FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence✓ Link28.64±0.24FixMatch (CTA, WRN-28-8)2020-01-21
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