Classification on CTKIDNEY
90.11AccuracyEvi-Steer
Evaluation Results
| Method | Links | |
|---|---|---|
| Evi-SteerShots=16, Backbone=BiomedCLIP2026.05 | 90.11 | |
| CoOpShots=16, Backbone=BiomedCLIP2026.05 | 83.52 | |
| BiomedCoOpShots=16, Backbone=BiomedCLIP2026.05 | 83.2 | |
| GDAShots=8, Backbone=BiomedCLIP2026.05 | 82.33 | |
| TIP-Adapter-FShots=16, Backbone=BiomedCLIP2026.05 | 82.07 | |
| CLIP-LoRAShots=16, Backbone=BiomedCLIP2026.05 | 81.85 | |
| GDAShots=16, Backbone=BiomedCLIP2026.05 | 81.54 | |
| ProGradShots=16, Backbone=BiomedCLIP2026.05 | 81.13 | |
| LP++Shots=16, Backbone=BiomedCLIP2026.05 | 79.07 | |
| ProGradShots=8, Backbone=BiomedCLIP2026.05 | 78.23 | |
| CLIP-LoRAShots=8, Backbone=BiomedCLIP2026.05 | 77.95 | |
| Evi-SteerShots=8, Backbone=BiomedCLIP2026.05 | 77.71 | |
| CoCoOpShots=16, Backbone=BiomedCLIP2026.05 | 77.7 | |
| KgCoOpShots=16, Backbone=BiomedCLIP2026.05 | 77.67 | |
| KgCoOpShots=8, Backbone=BiomedCLIP2026.05 | 77.43 | |
| CoOpShots=8, Backbone=BiomedCLIP2026.05 | 77.4 | |
| BiomedCoOpShots=8, Backbone=BiomedCLIP2026.05 | 77.16 | |
| LP++Shots=8, Backbone=BiomedCLIP2026.05 | 77.06 | |
| TIP-Adapter-FShots=8, Backbone=BiomedCLIP2026.05 | 75.24 | |
| CoCoOpShots=8, Backbone=BiomedCLIP2026.05 | 73.93 | |
| Evi-SteerShots=4, Backbone=BiomedCLIP2026.05 | 71.98 | |
| KgCoOpShots=4, Backbone=BiomedCLIP2026.05 | 68.68 | |
| CoOpShots=4, Backbone=BiomedCLIP2026.05 | 68.12 | |
| ProGradShots=4, Backbone=BiomedCLIP2026.05 | 67.9 | |
| BiomedCoOpShots=4, Backbone=BiomedCLIP2026.05 | 66.5 | |
| CLIP-LoRAShots=4, Backbone=BiomedCLIP2026.05 | 66.47 | |
| LP++Shots=4, Backbone=BiomedCLIP2026.05 | 65.73 | |
| GDAShots=4, Backbone=BiomedCLIP2026.05 | 63.41 | |
| CoCoOpShots=4, Backbone=BiomedCLIP2026.05 | 61.07 | |
| TIP-Adapter-FShots=4, Backbone=BiomedCLIP2026.05 | 60.18 | |
| CLIP-AdapterShots=16, Backbone=BiomedCLIP2026.05 | 47.28 | |
| CLIP-AdapterShots=8, Backbone=BiomedCLIP2026.05 | 44.64 | |
| BiomedCLIPShots=0, Backbone=BiomedCLIP2026.05 | 42.43 | |
| CLIP-AdapterShots=4, Backbone=BiomedCLIP2026.05 | 42.19 |