Image Classification on 11-Dataset Average
84Average AccuracyCLIP-LoRA + Ours
Evaluation Results
| Method | Links | |
|---|---|---|
| CLIP-LoRA + OursShots=16, Backbone=ViT-B/16, Seeds=32026.03 | 84 | |
| Skip TuningShot=16, Time (s)=962, Mem. (M)=5282024.12 | 83.91 | |
| ProSRCShot=16, Time (s)=14403, Mem. (M)=33732024.12 | 82.87 | |
| MaPLeShot=16, Time (s)=14070, Mem. (M)=30612024.12 | 81.79 | |
| CLIP-LoRA + OursShots=8, Backbone=ViT-B/16, Seeds=32026.03 | 81.6 | |
| Skip TuningShot=8, Time (s)=508, Mem. (M)=5282024.12 | 80.96 | |
| ProSRCShot=8, Time (s)=7636, Mem. (M)=33732024.12 | 80.69 | |
| CoOpShot=16, Time (s)=3879, Mem. (M)=45512024.12 | 79.89 | |
| MaPLeShot=8, Time (s)=7060, Mem. (M)=30612024.12 | 78.89 | |
| CLIP-LoRA + OursShots=4, Backbone=ViT-B/16, Seeds=32026.03 | 78.7 | |
| Skip TuningShot=4, Time (s)=280, Mem. (M)=5282024.12 | 78.44 | |
| ProSRCShot=4, Time (s)=3841, Mem. (M)=33732024.12 | 78.35 | |
| CoOpShot=8, Time (s)=1988, Mem. (M)=45512024.12 | 76.98 | |
| CLIP-LoRA + OursShots=2, Backbone=ViT-B/16, Seeds=32026.03 | 76.2 | |
| MaPLeShot=4, Time (s)=3541, Mem. (M)=30612024.12 | 75.37 | |
| ProSRCShot=2, Time (s)=1947, Mem. (M)=33732024.12 | 75.29 | |
| Skip TuningShot=2, Time (s)=165, Mem. (M)=5282024.12 | 75.18 | |
| CoCoOpShot=16, Time (s)=10694, Mem. (M)=28882024.12 | 74.9 | |
| CoOpShot=4, Time (s)=1036, Mem. (M)=45512024.12 | 74.02 | |
| CLIP-LoRA + OursShots=1, Backbone=ViT-B/16, Seeds=32026.03 | 73.5 | |
| CoCoOpShot=8, Time (s)=5358, Mem. (M)=28882024.12 | 72.96 | |
| MaPLeShot=2, Time (s)=1785, Mem. (M)=30612024.12 | 72.58 | |
| LDCShots=1, Backbone=ViT-B/16, Seeds=32026.03 | 72.5 | |
| CLIP-LoRAShots=1, Backbone=ViT-B/16, Seeds=32026.03 | 72.5 | |
| ProSRCShot=1, Time (s)=999, Mem. (M)=33732024.12 | 72.32 | |
| Skip TuningShot=1, Time (s)=106, Mem. (M)=5282024.12 | 72.24 | |
| CoCoOpShot=4, Time (s)=2684, Mem. (M)=28882024.12 | 71.21 | |
| TIP-Adapter-FShots=1, Backbone=ViT-B/16, Seeds=32026.03 | 70.9 | |
| TaskResShots=1, Backbone=ViT-B/16, Seeds=32026.03 | 70.8 | |
| PLOT++Shots=1, Backbone=ViT-B/16, Seeds=32026.03 | 70.7 | |
| CoOpShot=2, Time (s)=561, Mem. (M)=45512024.12 | 70.65 | |
| KgCoOpShots=1, Backbone=ViT-B/16, Seeds=32026.03 | 69.6 | |
| ProGradShots=1, Backbone=ViT-B/16, Seeds=32026.03 | 69.5 | |
| MaPLeShot=1, Time (s)=911, Mem. (M)=30612024.12 | 69.27 | |
| CoCoOpShots=1, Backbone=ViT-B/16, Seeds=32026.03 | 68.8 | |
| CoCoOpShot=2, Time (s)=1346, Mem. (M)=28882024.12 | 67.65 | |
| CoOp(16)Shots=1, Backbone=ViT-B/16, Seeds=32026.03 | 67.6 | |
| CoOpShot=1, Time (s)=327, Mem. (M)=45512024.12 | 67.56 | |
| CoOp(4)Shots=1, Backbone=ViT-B/16, Seeds=32026.03 | 67.2 | |
| CoCoOpShot=1, Time (s)=678, Mem. (M)=28882024.12 | 66.79 | |
| MaPLeShots=1, Backbone=ViT-B/16, Seeds=32026.03 | 66.4 | |
| CLIP-AdapterShots=1, Backbone=ViT-B/16, Seeds=32026.03 | 65.7 |