Image Classification on 12 Downstream Datasets (Fine-grained, Natural, Specialized) (test)
72.07Accuracy (Fine-grained)IOTA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| IOTAShot=16, Base learner=ViT-B/322026.01 | 72.07 | 72.24 | 85.87 | 76.73 | |
| ProTextShot=16, Base learner=ViT-B/322026.01 | 67.39 | 68.06 | 83.44 | 72.96 | |
| CoOpShot=16, Base learner=ViT-B/322026.01 | 65.95 | 64.68 | 82.86 | 71.16 | |
| Clip-AdapterShot=16, Base learner=ViT-B/322026.01 | 65.85 | 63.77 | 83.85 | 71.16 | |
| TCPShot=16, Base learner=ViT-B/322026.01 | 65.14 | 67.73 | 82.91 | 71.93 | |
| IOTAShot=8, Base learner=ViT-B/322026.01 | 64.75 | 67.17 | 82.82 | 71.58 | |
| LP++Shot=16, Base learner=ViT-B/322026.01 | 64.65 | 66.63 | 82.48 | 71.25 | |
| MapleShot=16, Base learner=ViT-B/322026.01 | 64.49 | 68.37 | 83.32 | 72.06 | |
| KgCoOpShot=16, Base learner=ViT-B/322026.01 | 64.23 | 65.92 | 82.11 | 70.75 | |
| ProGradShot=16, Base learner=ViT-B/322026.01 | 63.91 | 64.48 | 79.52 | 69.3 | |
| ProTextShot=8, Base learner=ViT-B/322026.01 | 62.66 | 64.15 | 79.46 | 68.76 | |
| LP++Shot=8, Base learner=ViT-B/322026.01 | 62.27 | 62.85 | 79.7 | 68.27 | |
| CoOpShot=8, Base learner=ViT-B/322026.01 | 61.37 | 62.17 | 78.19 | 67.24 | |
| ProGradShot=8, Base learner=ViT-B/322026.01 | 60.97 | 62.59 | 74.02 | 65.86 | |
| Clip-AdapterShot=8, Base learner=ViT-B/322026.01 | 60.91 | 62.72 | 79.05 | 67.56 | |
| TCPShot=8, Base learner=ViT-B/322026.01 | 60.73 | 63.81 | 78.97 | 67.84 | |
| KgCoOpShot=8, Base learner=ViT-B/322026.01 | 60.15 | 64.02 | 79.63 | 67.93 | |
| MapleShot=8, Base learner=ViT-B/322026.01 | 60.01 | 65.47 | 77.3 | 67.59 | |
| Co-CoOpShot=16, Base learner=ViT-B/322026.01 | 59.41 | 63.2 | 78.65 | 67.09 | |
| Co-CoOpShot=8, Base learner=ViT-B/322026.01 | 55.91 | 62.08 | 74.23 | 64.08 | |
| CLIPShot=0, Base learner=ViT-B/322026.01 | 49.96 | 63.86 | 51.9 | 55.24 |