OpenCodePapers

semi-supervised-image-classification-on-svhn

Semi-Supervised Image Classification
Dataset Link
Results over time
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Leaderboard
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PaperCodeAccuracyModelNameReleaseDate
Meta Pseudo Labels✓ Link98.01 ± 0.07Meta Pseudo Labels (WRN-28-2)2020-03-23
DoubleMatch: Improving Semi-Supervised Learning with Self-Supervision✓ Link97.90 ± 0.07DoubleMatch2022-05-11
FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence✓ Link97.64±0.19FixMatch (CTA)2020-01-21
EnAET: A Self-Trained framework for Semi-Supervised and Supervised Learning with Ensemble Transformations✓ Link97.58EnAET2019-11-21
Unsupervised Data Augmentation for Consistency Training✓ Link97.54UDA2019-04-29
ReMixMatch: Semi-Supervised Learning with Distribution Alignment and Augmentation Anchoring✓ Link97.17ReMixMatch2019-11-21
MixMatch: A Holistic Approach to Semi-Supervised Learning✓ Link96.73MixMatch2019-05-06
Triple Generative Adversarial Networks✓ Link96.55Triple-GAN-V2 (CNN-13)2019-12-20
Interpolation Consistency Training for Semi-Supervised Learning✓ Link96.47ICT (WRN-28-2)2019-03-09
Repetitive Reprediction Deep Decipher for Semi-Supervised Learning✓ Link96.36R2-D2 (CNN-13)2019-08-09
Flow Contrastive Estimation of Energy-Based Models✓ Link96.13FCE2019-12-02
Interpolation Consistency Training for Semi-Supervised Learning✓ Link96.11ICT2019-03-09
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results✓ Link96.05Mean Teacher2017-03-06
Triple Generative Adversarial Networks✓ Link96.04Triple-GAN-V2 (CNN-13, no aug)2019-12-20
Virtual Adversarial Training: A Regularization Method for Supervised and Semi-Supervised Learning✓ Link94.58VAT2017-04-13
Exploring Self-Supervised Regularization for Supervised and Semi-Supervised Learning✓ Link94.41SESEMI SSL (ConvNet)2019-06-25
Improved Techniques for Training GANs✓ Link91.89GAN2016-06-10
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