Classification on LC25000 (Base, Novel, HM)
94.34Base Accuracy (LC25000)Ours
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| OursShot=16, Evaluation protocol=base-to-novel generalization, Number of runs=32026.06 | 94.34 | 97.98 | 96.13 | |
| BiomedCoOpShot=16, Evaluation protocol=base-to-novel generalization, Number of runs=32026.06 | 93.77 | 97 | 95.36 | |
| ProGradShot=16, Evaluation protocol=base-to-novel generalization, Number of runs=32026.06 | 90.29 | 85.47 | 87.81 | |
| CoOpShot=16, Evaluation protocol=base-to-novel generalization, Number of runs=32026.06 | 90.12 | 87.55 | 88.82 | |
| CoCoOpShot=16, Evaluation protocol=base-to-novel generalization, Number of runs=32026.06 | 88.33 | 95.02 | 91.55 | |
| KgCoOpShot=16, Evaluation protocol=base-to-novel generalization, Number of runs=32026.06 | 88.13 | 86.44 | 87.28 | |
| BiomedCLIPShot=16, Evaluation protocol=base-to-novel generalization, Number of runs=32026.06 | 59.73 | 87.6 | 71.03 |