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SotA/Computer Vision/Semi-Supervised Image Classification/CIFAR-10, 40 Labels

Semi-Supervised Image Classification on CIFAR-10, 40 Labels

Metric: Percentage error (lower is better)

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#Model↕Percentage error▲Extra DataPaperDate↕Code
1SemiOccam3.51NoViTSGMM: A Robust Semi-Supervised Image Recognit...2025-06-04Code
2FreeMatch4.9NoFreeMatch: Self-adaptive Thresholding for Semi-s...2022-05-15Code
3NP-Match4.91NoNP-Match: When Neural Processes meet Semi-Superv...2022-07-03Code
4RelationMatch4.96NoRelationMatch: Matching In-batch Relationships f...2023-05-17Code
5ShrinkMatch5.08NoShrinking Class Space for Enhanced Certainty in ...2023-08-13Code
6DebiasPL (w/ FixMatch)5.4NoDebiased Learning from Naturally Imbalanced Pseu...2022-01-05Code
7SimMatch5.6NoSimMatch: Semi-supervised Learning with Similari...2022-03-14Code
8FixMatch+CR5.69NoContrastive Regularization for Semi-Supervised L...2022-01-17-
9MutexMatch (k=0.6C)5.79NoMutexMatch: Semi-Supervised Learning with Mutex-...2022-03-27Code
10FixMatch-USL-T6.5NoUnsupervised Selective Labeling for More Effecti...2021-10-06Code
11Super-SST (ViT-Small)9.59NoSST: Self-training with Self-adaptive Thresholdi...2025-05-31-
12UL-Hopfield (ULH)16.9NoUnsupervised Learning using Pretrained CNN and A...2018-05-02-
13ReMixMatch19.1NoReMixMatch: Semi-Supervised Learning with Distri...2019-11-21Code