Image Classification on UCF101 (Acc., ECE)
88Accuracy+DP-FM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| +DP-FMShot=162026.05 | 88 | — | — | — | |
| CLIP-LoRAShot=162026.05 | 86.2 | — | — | — | |
| PLOT++Shot=162026.05 | 85.3 | — | — | — | |
| TIP-AdapterShot=162026.05 | 83.9 | — | — | — | |
| CoOpShot=162026.05 | 83.1 | — | — | — | |
| ProGradShot=162026.05 | 82.7 | — | — | — | |
| +DP-FMShot=42026.05 | 82.3 | — | — | — | |
| KgCoOpShot=162026.05 | 81.7 | — | — | — | |
| CLIP-LoRAShot=42026.05 | 81.1 | — | — | — | |
| CLIP-AdapterShot=162026.05 | 80.2 | — | — | — | |
| PLOT++Shot=42026.05 | 79.8 | — | — | — | |
| TIP-AdapterShot=42026.05 | 78.1 | — | — | — | |
| ProGradShot=42026.05 | 77.9 | — | — | — | |
| CoOpShot=42026.05 | 77.6 | — | — | — | |
| KgCoOpShot=42026.05 | 77.6 | — | — | — | |
| +DP-FMShot=12026.05 | 76.8 | — | — | — | |
| CoCoOpShot=162026.05 | 76 | — | — | — | |
| CLIP-LoRAShot=12026.05 | 75.4 | — | — | — | |
| CoCoOpShot=42026.05 | 75.3 | — | — | — | |
| PLOT++Shot=12026.05 | 74.3 | — | — | — | |
| TIP-AdapterShot=12026.05 | 73.4 | — | — | — | |
| ProGradShot=12026.05 | 73.3 | — | — | — | |
| KgCoOpShot=12026.05 | 72.8 | — | — | — | |
| CoOpShot=12026.05 | 71.2 | — | — | — | |
| CLIP-AdapterShot=42026.05 | 70.6 | — | — | — | |
| CoCoOpShot=12026.05 | 70.4 | — | — | — | |
| CoCoOpFMA=true2025.10 | 70 | — | — | — | |
| CoCoOpFMA=false2025.10 | 69.4 | — | — | — | |
| CLIPFMA=false2025.10 | 67.5 | — | — | — | |
| LoRAFMA=true2025.10 | 67.3 | — | — | — | |
| CLIP-AdapterShot=12026.05 | 66.9 | — | — | — | |
| CLIPFMA=true2025.10 | 66.8 | — | — | — | |
| CLIPShot=02026.05 | 66.8 | — | — | — | |
| LoRAFMA=false2025.10 | 66 | — | — | — | |
| AdapterFMA=false2025.10 | 64.4 | — | — | — | |
| AdapterFMA=true2025.10 | 64.2 | — | — | — | |
| CoOpFMA=true2025.10 | 61.6 | — | — | — | |
| CoOpFMA=false2025.10 | 60.9 | — | — | — | |
| C-TPTBackbone=CLIP-RN502025.03 | 59.7 | 3.83 | — | — | |
| Robust-adapt-ZS-CTPTBackbone=CLIP-RN502025.03 | 59.6 | 4.13 | — | — | |
| Robust-adapt-SaLs-CTPTBackbone=CLIP-RN502025.03 | 59.56 | 4.2 | — | — | |
| TPTBackbone=CLIP-RN502025.03 | 59.5 | 12.4 | — | — | |
| Robust-adapt-Penalty-CTPTBackbone=CLIP-RN502025.03 | 59.42 | 3.93 | — | — | |
| O-TPTBackbone=CLIP-RN502025.03 | 58.84 | 2.6 | — | — | |
| Zero ShotBackbone=CLIP-RN502025.03 | 58.4 | 3.05 | — | — | |
| C-TPTBackbone=CLIP-B/162025.03 | — | — | 52 | — | |
| O-TPTBackbone=CLIP-B/162025.03 | — | — | 51 | — | |
| OursShots=1, Backbone=ViT-B/16, Seeds=32025.12 | — | — | — | 76 | |
| OursShots=2, Backbone=ViT-B/16, Seeds=32025.12 | — | — | — | 79.8 | |
| OursShots=4, Backbone=ViT-B/16, Seeds=32025.12 | — | — | — | 82.2 | |
| OursShots=8, Backbone=ViT-B/16, Seeds=32025.12 | — | — | — | 85 | |
| OursShots=16, Backbone=ViT-B/16, Seeds=32025.12 | — | — | — | 86.5 | |
| TPTBackbone=CLIP-B/162025.03 | — | — | 57 | — | |
| Zero ShotBackbone=CLIP-B/162025.03 | — | — | 52 | — |