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SOTA
コントラスト学習
Contrastive Learning On Imagenet 1K
Contrastive Learning On Imagenet 1K
評価指標
ImageNet Top-1 Accuracy
評価結果
このベンチマークにおける各モデルのパフォーマンス結果
Columns
モデル名
ImageNet Top-1 Accuracy
Paper Title
Repository
ResNet50 (4×)
61.3
Large Scale Adversarial Representation Learning
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ResNet50
69.3
A Simple Framework for Contrastive Learning of Visual Representations
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ResNet v2 101
48.7
Data-Efficient Image Recognition with Contrastive Predictive Coding
-
ResNet50
73
What Makes for Good Views for Contrastive Learning?
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ResNet50
71.1
Improved Baselines with Momentum Contrastive Learning
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ResNet50
60.2
Local Aggregation for Unsupervised Learning of Visual Embeddings
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ResNet50
61.5
Self-labelling via simultaneous clustering and representation learning
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ResNet50
60.6
Momentum Contrast for Unsupervised Visual Representation Learning
-
ResNet50 (v2)
67.6
Prototypical Contrastive Learning of Unsupervised Representations
-
ResNet50
61.5
Prototypical Contrastive Learning of Unsupervised Representations
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ResNet50 (v2)
63.8
Data-Efficient Image Recognition with Contrastive Predictive Coding
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ResNet50
73.6
Matrix Information Theory for Self-Supervised Learning
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ResNet50
56.5
Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination
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ResNet50
63.6
Self-Supervised Learning of Pretext-Invariant Representations
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