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الرئيسية
SOTA
تصنيف الصور شبه المُشرف عليه
Semi Supervised Image Classification On Svhn
Semi Supervised Image Classification On Svhn
المقاييس
Accuracy
النتائج
نتائج أداء النماذج المختلفة على هذا المعيار القياسي
Columns
اسم النموذج
Accuracy
Paper Title
Repository
Triple-GAN-V2 (CNN-13, no aug)
96.04
Triple Generative Adversarial Networks
-
UDA
97.54
Unsupervised Data Augmentation for Consistency Training
-
DoubleMatch
97.90 ± 0.07
DoubleMatch: Improving Semi-Supervised Learning with Self-Supervision
-
ICT (WRN-28-2)
96.47
Interpolation Consistency Training for Semi-Supervised Learning
-
ICT
96.11
Interpolation Consistency Training for Semi-Supervised Learning
-
SESEMI SSL (ConvNet)
94.41
Exploring Self-Supervised Regularization for Supervised and Semi-Supervised Learning
-
MixMatch
96.73
MixMatch: A Holistic Approach to Semi-Supervised Learning
-
GAN
91.89
Improved Techniques for Training GANs
-
Meta Pseudo Labels (WRN-28-2)
98.01 ± 0.07
Meta Pseudo Labels
-
Triple-GAN-V2 (CNN-13)
96.55
Triple Generative Adversarial Networks
-
Mean Teacher
96.05
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results
-
FixMatch (CTA)
97.64±0.19
FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence
-
ReMixMatch
97.17
ReMixMatch: Semi-Supervised Learning with Distribution Alignment and Augmentation Anchoring
-
VAT
94.58
Virtual Adversarial Training: A Regularization Method for Supervised and Semi-Supervised Learning
-
R2-D2 (CNN-13)
96.36
Repetitive Reprediction Deep Decipher for Semi-Supervised Learning
-
FCE
96.13
Flow Contrastive Estimation of Energy-Based Models
-
EnAET
97.58
EnAET: A Self-Trained framework for Semi-Supervised and Supervised Learning with Ensemble Transformations
-
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