Fine-grained Image Classification on OxfordPets (test)
4Top-1 ErrorInCA
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| InCABackbone=ViT-L/162023.03 | 4 | — | — | — | |
| Full FTBackbone=ViT-L/162023.03 | 4.2 | — | — | — | |
| InCA (last)Backbone=ViT-L/162023.03 | 4.2 | — | — | — | |
| LoRABackbone=ViT-L/162023.03 | 4.3 | — | — | — | |
| Full FTBackbone=SWIN-L, % Trainable parameters=100%, No backbone backpropagation=false2023.03 | 4.6 | — | — | — | |
| InCABackbone=SWIN-L, % Trainable parameters=3.7%, No backbone backpropagation=true2023.03 | 4.7 | — | — | — | |
| AdaLNBackbone=SWIN-L, % Trainable parameters=0.1%, No backbone backpropagation=false2023.03 | 4.8 | — | — | — | |
| BitFitBackbone=SWIN-L, % Trainable parameters=0.1%, No backbone backpropagation=false2023.03 | 4.9 | — | — | — | |
| In. LPBackbone=SWIN-L, % Trainable parameters=0.1%, No backbone backpropagation=true2023.03 | 5 | — | — | — | |
| LoRABackbone=SWIN-L, % Trainable parameters=0.8%, No backbone backpropagation=false2023.03 | 5.2 | — | — | — | |
| In. MLP-3Backbone=ViT-L/162023.03 | 5.3 | — | — | — | |
| BitFitBackbone=ViT-L/162023.03 | 5.3 | — | — | — | |
| MLP-3Backbone=ViT-L/162023.03 | 5.5 | — | — | — | |
| AdaLNBackbone=ViT-L/162023.03 | 5.5 | — | — | — | |
| InCA (last)Backbone=SWIN-L, % Trainable parameters=3.7%, No backbone backpropagation=true2023.03 | 5.5 | — | — | — | |
| LPBackbone=SWIN-L, % Trainable parameters=0.1%, No backbone backpropagation=false2023.03 | 5.5 | — | — | — | |
| In. MLP-3Backbone=SWIN-L, % Trainable parameters=2.8%, No backbone backpropagation=true2023.03 | 5.5 | — | — | — | |
| MLP-3Backbone=SWIN-L, % Trainable parameters=2.8%, No backbone backpropagation=false2023.03 | 5.5 | — | — | — | |
| In. LPBackbone=ViT-L/162023.03 | 6.1 | — | — | — | |
| LPBackbone=ViT-L/162023.03 | 6.4 | — | — | — | |
| VPTBackbone=ViT-L/162023.03 | 6.9 | — | — | — | |
| CLIPBackbone=ViT-B/16, Shots=0, Context Length=manual prompt2022.03 | — | 91.17 | 97.26 | 94.12 | |
| CoCoOpBackbone=ViT-B/16, Shots=16, Context Length=42022.03 | — | 95.2 | 97.69 | 96.43 | |
| CoOpBackbone=ViT-B/16, Shots=16, Context Length=42022.03 | — | 93.67 | 95.29 | 94.47 |