Classification on LC25000
93.55AccuracyGDA
Evaluation Results
| Method | Links | |
|---|---|---|
| GDAShots=16, Backbone=BiomedCLIP2026.05 | 93.55 | |
| BiomedCoOpShots=16, Backbone=BiomedCLIP2026.05 | 92.68 | |
| LP++Shots=16, Backbone=BiomedCLIP2026.05 | 92.58 | |
| TIP-Adapter-FShots=16, Backbone=BiomedCLIP2026.05 | 92.35 | |
| CoOpShots=16, Backbone=BiomedCLIP2026.05 | 92.19 | |
| Evi-SteerShots=16, Backbone=BiomedCLIP2026.05 | 92.05 | |
| ProGradShots=16, Backbone=BiomedCLIP2026.05 | 90.7 | |
| Evi-SteerShots=8, Backbone=BiomedCLIP2026.05 | 90.39 | |
| TIP-Adapter-FShots=8, Backbone=BiomedCLIP2026.05 | 90.31 | |
| GDAShots=8, Backbone=BiomedCLIP2026.05 | 89.17 | |
| LP++Shots=8, Backbone=BiomedCLIP2026.05 | 89.14 | |
| BiomedCoOpShots=8, Backbone=BiomedCLIP2026.05 | 88.77 | |
| CLIP-LoRAShots=16, Backbone=BiomedCLIP2026.05 | 87.98 | |
| ProGradShots=8, Backbone=BiomedCLIP2026.05 | 87.86 | |
| CoOpShots=8, Backbone=BiomedCLIP2026.05 | 87.5 | |
| CoCoOpShots=16, Backbone=BiomedCLIP2026.05 | 87.38 | |
| KgCoOpShots=16, Backbone=BiomedCLIP2026.05 | 86.79 | |
| CLIP-LoRAShots=8, Backbone=BiomedCLIP2026.05 | 86.21 | |
| Evi-SteerShots=4, Backbone=BiomedCLIP2026.05 | 86.12 | |
| BiomedCoOpShots=4, Backbone=BiomedCLIP2026.05 | 85.6 | |
| CoCoOpShots=8, Backbone=BiomedCLIP2026.05 | 85.57 | |
| GDAShots=4, Backbone=BiomedCLIP2026.05 | 85 | |
| CLIP-LoRAShots=4, Backbone=BiomedCLIP2026.05 | 84.93 | |
| ProGradShots=4, Backbone=BiomedCLIP2026.05 | 84.72 | |
| CoOpShots=4, Backbone=BiomedCLIP2026.05 | 84.66 | |
| KgCoOpShots=8, Backbone=BiomedCLIP2026.05 | 84.63 | |
| LP++Shots=4, Backbone=BiomedCLIP2026.05 | 82.61 | |
| KgCoOpShots=4, Backbone=BiomedCLIP2026.05 | 82.1 | |
| TIP-Adapter-FShots=4, Backbone=BiomedCLIP2026.05 | 79.57 | |
| CoCoOpShots=4, Backbone=BiomedCLIP2026.05 | 77.44 | |
| CLIP-AdapterShots=16, Backbone=BiomedCLIP2026.05 | 57.56 | |
| CLIP-AdapterShots=8, Backbone=BiomedCLIP2026.05 | 56.33 | |
| CLIP-AdapterShots=4, Backbone=BiomedCLIP2026.05 | 52.91 | |
| BiomedCLIPShots=0, Backbone=BiomedCLIP2026.05 | 50.03 |