Image Classification on ImageNet (val) (Top-1 Accuracy, Δacc, t, speedup)
80.9Top-1 AccuracyTorchvision Pretrained
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Torchvision PretrainedBackbone=ResNet-50-v2, Strategy=Standard2024.11 | 80.9 | — | — | — | |
| Torchvision PretrainedBackbone=ViTc-L, Strategy=Standard2024.11 | 77.9 | — | — | — | |
| B-cosBackbone=ViTc-L, Strategy=Trained from scratch2024.11 | 77.8 | — | — | — | |
| B-cosifiedBackbone=ResNet-50-v2, Strategy=Fine-tuned2024.11 | 77.3 | 1.4 | 10 | 9 | |
| B-cosBackbone=ViTc-B, Strategy=Trained from scratch2024.11 | 77.1 | — | — | — | |
| B-cosifiedBackbone=ViTc-L, Strategy=Fine-tuned2024.11 | 77.1 | -0.7 | — | — | |
| Torchvision PretrainedBackbone=ViTc-B, Strategy=Standard2024.11 | 76.8 | — | — | — | |
| B-cosifiedBackbone=ViTc-B, Strategy=Fine-tuned2024.11 | 76.7 | -0.4 | — | — | |
| B-cosifiedBackbone=ResNet-50-v1, Strategy=Fine-tuned2024.11 | 76.5 | 0.6 | 46 | 2 | |
| B-cosifiedBackbone=DenseNet-121, Strategy=Fine-tuned2024.11 | 76.3 | 2.7 | 18 | 5 | |
| Torchvision PretrainedBackbone=ResNet-50-v1, Strategy=Standard2024.11 | 76.1 | — | — | — | |
| B-cosifiedBackbone=ViTc-S, Strategy=Fine-tuned2024.11 | 76 | 1.5 | 32 | 2.8 | |
| B-cosBackbone=ResNet-50-v1, Strategy=Trained from scratch2024.11 | 75.9 | — | — | — | |
| B-cosBackbone=ResNet-50-v2, Strategy=Trained from scratch2024.11 | 75.9 | — | — | — | |
| Torchvision PretrainedBackbone=ViT-L, Strategy=Standard2024.11 | 75.8 | — | — | — | |
| Torchvision PretrainedBackbone=ViTc-S, Strategy=Standard2024.11 | 75.7 | — | — | — | |
| B-cosifiedBackbone=ViT-L, Strategy=Fine-tuned2024.11 | 75.5 | 0.4 | 66 | 1.4 | |
| Torchvision PretrainedBackbone=ViT-B, Strategy=Standard2024.11 | 75.3 | — | — | — | |
| B-cosifiedBackbone=ViT-B, Strategy=Fine-tuned2024.11 | 75.3 | 0.9 | 57 | 1.6 | |
| B-cosifiedBackbone=ViT-S, Strategy=Fine-tuned2024.11 | 75.2 | 6 | 10 | 9 | |
| B-cosBackbone=ViT-L, Strategy=Trained from scratch2024.11 | 75.1 | — | — | — | |
| B-cosBackbone=ViTc-S, Strategy=Trained from scratch2024.11 | 74.5 | — | — | — | |
| Torchvision PretrainedBackbone=DenseNet-121, Strategy=Standard2024.11 | 74.4 | — | — | — | |
| Torchvision PretrainedBackbone=ViT-S, Strategy=Standard2024.11 | 74.4 | — | — | — | |
| B-cosBackbone=ViT-B, Strategy=Trained from scratch2024.11 | 74.4 | — | — | — | |
| B-cosBackbone=DenseNet-121, Strategy=Trained from scratch2024.11 | 73.6 | — | — | — | |
| Torchvision PretrainedBackbone=ViTc-Ti, Strategy=Standard2024.11 | 72.6 | — | — | — | |
| B-cosifiedBackbone=ViTc-Ti, Strategy=Fine-tuned2024.11 | 72.3 | 5 | 10 | 9 | |
| B-cosifiedBackbone=ResNet-18, Strategy=Fine-tuned2024.11 | 71.5 | 2.8 | 29 | 3.1 | |
| Torchvision PretrainedBackbone=ViT-Ti, Strategy=Standard2024.11 | 70.3 | — | — | — | |
| Torchvision PretrainedBackbone=ResNet-18, Strategy=Standard2024.11 | 69.8 | — | — | — | |
| B-cosifiedBackbone=ViT-Ti, Strategy=Fine-tuned2024.11 | 69.3 | 9.3 | 10 | 9 | |
| B-cosBackbone=ViT-S, Strategy=Trained from scratch2024.11 | 69.2 | — | — | — | |
| B-cosBackbone=ResNet-18, Strategy=Trained from scratch2024.11 | 68.7 | — | — | — | |
| B-cosBackbone=ViTc-Ti, Strategy=Trained from scratch2024.11 | 67.3 | — | — | — | |
| B-cosBackbone=ViT-Ti, Strategy=Trained from scratch2024.11 | 60 | — | — | — |