Data-Efficient Image Recognition with Contrastive Predictive Coding

Benchmark Model Rank Results
contrastive-learning-on-imagenet-1kResNet50 (v2)#6ImageNet Top-1 Accuracy: 63.8
contrastive-learning-on-imagenet-1kResNet v2 101#14ImageNet Top-1 Accuracy: 48.7
self-supervised-image-classification-on-imagenetCPC v2 (ResNet-161) (arxiv v2)#91Top 1 Accuracy: 71.5%Top 5 Accuracy: 90.1%Number of Params: 305M
self-supervised-image-classification-on-imagenetCPC v2 (ResNet-50) (arxiv v2)#108Top 1 Accuracy: 63.8%Top 5 Accuracy: 85.3%Number of Params: 24M
self-supervised-image-classification-on-imagenetCPC v2 (ResNet-161) (arxiv v1)#114Top 1 Accuracy: 61.0%Top 5 Accuracy: 83.0%Number of Params: 305M
semi-supervised-image-classification-on-2CPC v2 (ResNet-161)#32Top 1 Accuracy: 73.1%Top 5 Accuracy: 91.2%