Image Classification on SAT
0.9858AccuracyInsert LN
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Insert LNBackbone=ResNet50, Training Scenario=FT2025.04 | 0.9858 | — | — | — | — | — | |
| T = 1Backbone=SwinT, Training Scenario=FT2025.04 | 0.9857 | — | — | — | — | — | |
| T = sqrt(M)Backbone=ResNet50, Training Scenario=FT2025.04 | 0.9852 | — | — | — | — | — | |
| Ours (T*csg)Backbone=ResNet50, Training Scenario=FT2025.04 | 0.9851 | — | — | — | — | — | |
| Ours (T*csgcn)Backbone=ResNet50, Training Scenario=FT2025.04 | 0.9847 | — | — | — | — | — | |
| Ours (T*)Backbone=ResNet50, Training Scenario=FT2025.04 | 0.9846 | — | — | — | — | — | |
| T = 1Backbone=ResNet50, Training Scenario=FT2025.04 | 0.9844 | — | — | — | — | — | |
| Ours (T*cn)Backbone=ResNet50, Training Scenario=FT2025.04 | 0.9843 | — | — | — | — | — | |
| Ours (T*csg)Backbone=SwinT, Training Scenario=FT2025.04 | 0.9843 | — | — | — | — | — | |
| Ours (T*cn)Backbone=SwinT, Training Scenario=FT2025.04 | 0.9843 | — | — | — | — | — | |
| Ours (T*csgcn)Backbone=SwinT, Training Scenario=FT2025.04 | 0.9843 | — | — | — | — | — | |
| T = sqrt(M)Backbone=SwinT, Training Scenario=FT2025.04 | 0.9841 | — | — | — | — | — | |
| Ours (T*)Backbone=SwinT, Training Scenario=FT2025.04 | 0.9841 | — | — | — | — | — | |
| Insert LNBackbone=SwinT, Training Scenario=FT2025.04 | 0.9825 | — | — | — | — | — | |
| Ours (T*cn)Backbone=ResNet50, Training Scenario=init2025.04 | 0.979 | — | — | — | — | — | |
| Ours (T*csg)Backbone=ResNet50, Training Scenario=init2025.04 | 0.9769 | — | — | — | — | — | |
| Ours (T*)Backbone=ResNet50, Training Scenario=init2025.04 | 0.9759 | — | — | — | — | — | |
| T = sqrt(M)Backbone=ResNet50, Training Scenario=init2025.04 | 0.9756 | — | — | — | — | — | |
| Ours (T*csgcn)Backbone=ResNet50, Training Scenario=init2025.04 | 0.974 | — | — | — | — | — | |
| T = 1Backbone=ResNet50, Training Scenario=init2025.04 | 0.9733 | — | — | — | — | — | |
| Insert LNBackbone=ResNet50, Training Scenario=init2025.04 | 0.9685 | — | — | — | — | — | |
| +DP-FMShot=162026.05 | 0.931 | — | — | — | — | — | |
| PLOT++Shot=162026.05 | 0.92 | — | — | — | — | — | |
| CLIP-LoRAShot=162026.05 | 0.907 | — | — | — | — | — | |
| +DP-FMShot=42026.05 | 0.893 | — | — | — | — | — | |
| CoOpShot=162026.05 | 0.86 | — | — | — | — | — | |
| TIP-AdapterShot=162026.05 | 0.859 | — | — | — | — | — | |
| ProGradShot=162026.05 | 0.836 | — | — | — | — | — | |
| CLIP-LoRAShot=42026.05 | 0.835 | — | — | — | — | — | |
| PLOT++Shot=42026.05 | 0.832 | — | — | — | — | — | |
| +DP-FMShot=12026.05 | 0.817 | — | — | — | — | — | |
| TIP-AdapterShot=42026.05 | 0.768 | — | — | — | — | — | |
| KgCoOpShot=162026.05 | 0.762 | — | — | — | — | — | |
| CoCoOpShot=162026.05 | 0.755 | — | — | — | — | — | |
| CLIP-LoRAShot=12026.05 | 0.719 | — | — | — | — | — | |
| KgCoOpShot=42026.05 | 0.718 | — | — | — | — | — | |
| CLIP-AdapterShot=162026.05 | 0.714 | — | — | — | — | — | |
| CoOpShot=42026.05 | 0.697 | — | — | — | — | — | |
| ProGradShot=42026.05 | 0.696 | — | — | — | — | — | |
| TIP-AdapterShot=12026.05 | 0.678 | — | — | — | — | — | |
| PLOT++Shot=12026.05 | 0.654 | — | — | — | — | — | |
| KgCoOpShot=12026.05 | 0.619 | — | — | — | — | — | |
| CoCoOpShot=42026.05 | 0.617 | — | — | — | — | — | |
| ProGradShot=12026.05 | 0.57 | — | — | — | — | — | |
| CoOpShot=12026.05 | 0.564 | — | — | — | — | — | |
| CoCoOpShot=12026.05 | 0.554 | — | — | — | — | — | |
| CLIP-AdapterShot=42026.05 | 0.512 | — | — | — | — | — | |
| CLIP-AdapterShot=12026.05 | 0.493 | — | — | — | — | — | |
| CLIPShot=02026.05 | 0.478 | — | — | — | — | — | |
| O-TPTBackbone=CLIP-RN502025.03 | 0.2835 | — | — | — | 0.1471 | — | |
| TPTBackbone=CLIP-RN502025.03 | 0.283 | — | — | — | 0.225 | — | |
| C-TPTBackbone=CLIP-RN502025.03 | 0.278 | — | — | — | 0.151 | — | |
| Robust-adapt-ZS-CTPTBackbone=CLIP-RN502025.03 | 0.2764 | — | — | — | 0.0991 | — | |
| Robust-adapt-SaLs-CTPTBackbone=CLIP-RN502025.03 | 0.2754 | — | — | — | 0.1046 | — | |
| Robust-adapt-Penalty-CTPTBackbone=CLIP-RN502025.03 | 0.2664 | — | — | — | 0.1197 | — | |
| Zero ShotBackbone=CLIP-RN502025.03 | 0.237 | — | — | — | 0.154 | — | |
| C-TPTBackbone=CLIP-B/162025.03 | — | — | — | — | — | 6.81 | |
| CDC2024.10 | — | 0.951 | 0.8233 | 0.8826 | — | — | |
| CoCoOp2024.10 | — | 0.8749 | 0.6004 | 0.7121 | — | — | |
| CoOp2024.10 | — | 0.9219 | 0.5474 | 0.689 | — | — | |
| MaPLe2024.10 | — | 0.9407 | 0.7323 | 0.8235 | — | — | |
| O-TPTBackbone=CLIP-B/162025.03 | — | — | — | — | — | 6.58 | |
| TPTBackbone=CLIP-B/162025.03 | — | — | — | — | — | 7.07 | |
| Zero ShotBackbone=CLIP-B/162025.03 | — | — | — | — | — | 6.18 |