S4L: Self-Supervised Semi-Supervised Learning

Benchmark Model Rank Results
semi-supervised-image-classification-on-imagenet-1-labeled-dataRotation (joint training)#52Top 5 Accuracy: 53.37%
semi-supervised-image-classification-on-imagenet-1-labeled-dataPseudolabeling#53Top 5 Accuracy: 51.56%
semi-supervised-image-classification-on-imagenet-1-labeled-dataExemplar (joint training)#54Top 5 Accuracy: 47.02%
semi-supervised-image-classification-on-imagenet-1-labeled-dataVAT + Entropy Minimization#55Top 5 Accuracy: 46.96%
semi-supervised-image-classification-on-imagenet-1-labeled-dataRotation#56Top 5 Accuracy: 45.11%
semi-supervised-image-classification-on-imagenet-1-labeled-dataExemplar#57Top 5 Accuracy: 44.90%
semi-supervised-image-classification-on-imagenet-1-labeled-dataVAT#58Top 5 Accuracy: 44.05%
semi-supervised-image-classification-on-imagenet-10-labeled-dataS4L-MOAM (ResNet-50 4×)#31Top 1 Accuracy: 73.21%Top 5 Accuracy: 91.23%
semi-supervised-image-classification-on-imagenet-10-labeled-dataRotation + VAT + Ent. Min.#44Top 5 Accuracy: 91.23%
semi-supervised-image-classification-on-imagenet-10-labeled-dataS4L-Rotation (ResNet-50)#53Top 5 Accuracy: 83.82%
semi-supervised-image-classification-on-imagenet-10-labeled-dataS4L-Exemplar (ResNet-50)#55Top 5 Accuracy: 83.72%
semi-supervised-image-classification-on-imagenet-10-labeled-dataExemplar (joint training)#56Top 5 Accuracy: 83.72%
semi-supervised-image-classification-on-imagenet-10-labeled-dataVAT + Entropy Minimization (ResNet-50)#57Top 5 Accuracy: 83.39%
semi-supervised-image-classification-on-imagenet-10-labeled-dataVAT + Entropy Minimization#58Top 5 Accuracy: 83.39%
semi-supervised-image-classification-on-imagenet-10-labeled-dataVAT (ResNet-50)#59Top 5 Accuracy: 82.78%
semi-supervised-image-classification-on-imagenet-10-labeled-dataVAT#60Top 5 Accuracy: 82.78%
semi-supervised-image-classification-on-imagenet-10-labeled-dataPseudolabeling (ResNet-50)#61Top 5 Accuracy: 82.41%
semi-supervised-image-classification-on-imagenet-10-labeled-dataPseudolabeling#62Top 5 Accuracy: 82.41%
semi-supervised-image-classification-on-imagenet-10-labeled-dataExemplar Fine-tuned (ResNet-50)#63Top 5 Accuracy: 81.01%
semi-supervised-image-classification-on-imagenet-10-labeled-dataExemplar#64Top 5 Accuracy: 81.01%
semi-supervised-image-classification-on-imagenet-10-labeled-dataRotation Fine-tuned (ResNet-50)#66Top 5 Accuracy: 78.53%
semi-supervised-image-classification-on-imagenet-10-labeled-dataRotation#67Top 5 Accuracy: 78.53%