OpenCodePapers

semi-supervised-image-classification-on-stl-1

Semi-Supervised Image Classification
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PaperCodeAccuracyModelNameReleaseDate
Diff-SySC: An Approach Using Diffusion Models for Semi-Supervised Image Classification99.36±0.20Diff-SySC2025-02-25
SST: Self-training with Self-adaptive Thresholding for Semi-supervised Learning98.64±0.08Semi-SST (ViT-Small)2025-05-31
SST: Self-training with Self-adaptive Thresholding for Semi-supervised Learning98.55±0.10Super-SST (ViT-Small)2025-05-31
DoubleMatch: Improving Semi-Supervised Learning with Self-Supervision✓ Link95.65±0.20DoubleMatch2022-05-11
Boosting the Performance of Semi-Supervised Learning with Unsupervised Clustering✓ Link95.22±0.29Semi-MMDC2020-12-01
FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence✓ Link94.83±0.63FixMatch (CTA)2020-01-21
NP-Match: When Neural Processes meet Semi-Supervised Learning✓ Link94.53NP-Match2022-07-03
ReMixMatch: Semi-Supervised Learning with Distribution Alignment and Augmentation Anchoring✓ Link93.82ReMixMatch2019-11-21
EnAET: A Self-Trained framework for Semi-Supervised and Supervised Learning with Ensemble Transformations✓ Link91.96EnAET2019-11-21
MixMatch: A Holistic Approach to Semi-Supervised Learning✓ Link89.82MixMatch2019-05-06
Semi-Supervised Learning with Context-Conditional Generative Adversarial Networks✓ Link77.80CC-GAN²2016-11-19
CoMatch: Semi-supervised Learning with Contrastive Graph Regularization✓ Link77.46SimCLR (CoMatch)2020-11-23
Stacked What-Where Auto-encoders✓ Link74.30SWWAE2015-06-08
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