HyperAI
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المنصة
الرئيسية
SOTA
تصنيف الصور شبه المُشرف عليه
Semi Supervised Image Classification On Svhn 1
Semi Supervised Image Classification On Svhn 1
المقاييس
Accuracy
النتائج
نتائج أداء النماذج المختلفة على هذا المعيار القياسي
Columns
اسم النموذج
Accuracy
Paper Title
ShrinkMatch
98.04
Shrinking Class Space for Enhanced Certainty in Semi-Supervised Learning
Semi-MMDC
97.7±0.03
Boosting the Performance of Semi-Supervised Learning with Unsupervised Clustering
DoubleMatch
97.63±0.35
DoubleMatch: Improving Semi-Supervised Learning with Self-Supervision
MutexMatch (k=0.6C)
97.47
MutexMatch: Semi-Supervised Learning with Mutex-Based Consistency Regularization
EnAET
96.79
EnAET: A Self-Trained framework for Semi-Supervised and Supervised Learning with Ensemble Transformations
Triple-GAN-V2 (CNN-13)
96.52
Triple Generative Adversarial Networks
RealMix
96.47
RealMix: Towards Realistic Semi-Supervised Deep Learning Algorithms
MixMatch
96.22
MixMatch: A Holistic Approach to Semi-Supervised Learning
Triple-GAN-V2 (CNN-13, no aug)
95.81
Triple Generative Adversarial Networks
Dual Student
95.76
Dual Student: Breaking the Limits of the Teacher in Semi-supervised Learning
MeanTeacher
93.55
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results
SESEMI SSL (ConvNet)
91.68
Exploring Self-Supervised Regularization for Supervised and Semi-Supervised Learning
VAT
91.59
Virtual Adversarial Training: A Regularization Method for Supervised and Semi-Supervised Learning
Ⅱ-model
82.35
Regularization With Stochastic Transformations and Perturbations for Deep Semi-Supervised Learning
MixUp
60.03
mixup: Beyond Empirical Risk Minimization
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