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SOTA
Contrastive Learning
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
ResNet50
69.3
A Simple Framework for Contrastive Learning of Visual Representations
ResNet v2 101
48.7
Data-Efficient Image Recognition with Contrastive Predictive Coding
ResNet50
73
What Makes for Good Views for Contrastive Learning?
ResNet50
71.1
Improved Baselines with Momentum Contrastive Learning
ResNet50
60.2
Local Aggregation for Unsupervised Learning of Visual Embeddings
ResNet50
61.5
Self-labelling via simultaneous clustering and representation learning
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
ResNet50 (v2)
63.8
Data-Efficient Image Recognition with Contrastive Predictive Coding
ResNet50
73.6
Matrix Information Theory for Self-Supervised Learning
ResNet50
56.5
Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination
ResNet50
63.6
Self-Supervised Learning of Pretext-Invariant Representations
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