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HyperAI超神经

Contrastive Learning On Imagenet 1K

评估指标

ImageNet Top-1 Accuracy

评测结果

各个模型在此基准测试上的表现结果

模型名称	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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Contrastive Learning On Imagenet 1K | SOTA | HyperAI超神经