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Contrastive Learning On Imagenet 1K

Metrics

ImageNet Top-1 Accuracy

Results

Performance results of various models on this benchmark

Model Name	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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