Classification on DermaMNIST (Base/Novel/HM)
65.45Base AccuracyOurs
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| OursShot=16, Evaluation protocol=base-to-novel generalization, Number of runs=32026.06 | 65.45 | 67.31 | 66.37 | |
| BiomedCoOpShot=16, Evaluation protocol=base-to-novel generalization, Number of runs=32026.06 | 54.86 | 74.1 | 63.04 | |
| CoOpShot=16, Evaluation protocol=base-to-novel generalization, Number of runs=32026.06 | 48.06 | 59.41 | 53.14 | |
| CoCoOpShot=16, Evaluation protocol=base-to-novel generalization, Number of runs=32026.06 | 42.88 | 60.66 | 50.24 | |
| KgCoOpShot=16, Evaluation protocol=base-to-novel generalization, Number of runs=32026.06 | 36.41 | 47.31 | 41.15 | |
| ProGradShot=16, Evaluation protocol=base-to-novel generalization, Number of runs=32026.06 | 35.52 | 63.28 | 45.5 | |
| BiomedCLIPShot=16, Evaluation protocol=base-to-novel generalization, Number of runs=32026.06 | 34.95 | 49.59 | 41 |