Classification on OCTMNIST (Accuracy)
80.37AccuracyEvi-Steer
Evaluation Results
| Method | Links | |
|---|---|---|
| Evi-SteerShots=16, Backbone=BiomedCLIP2026.05 | 80.37 | |
| GDAShots=16, Backbone=BiomedCLIP2026.05 | 75.43 | |
| TIP-Adapter-FShots=16, Backbone=BiomedCLIP2026.05 | 72.5 | |
| Evi-SteerShots=8, Backbone=BiomedCLIP2026.05 | 72.4 | |
| Evi-SteerShots=4, Backbone=BiomedCLIP2026.05 | 72.33 | |
| LP++Shots=16, Backbone=BiomedCLIP2026.05 | 68.35 | |
| BiomedCoOpShots=16, Backbone=BiomedCLIP2026.05 | 66.93 | |
| GDAShots=8, Backbone=BiomedCLIP2026.05 | 66.57 | |
| CoOpShots=16, Backbone=BiomedCLIP2026.05 | 65.47 | |
| TIP-Adapter-FShots=8, Backbone=BiomedCLIP2026.05 | 65 | |
| LP++Shots=8, Backbone=BiomedCLIP2026.05 | 63.69 | |
| CoOpShots=8, Backbone=BiomedCLIP2026.05 | 63.67 | |
| ProGradShots=16, Backbone=BiomedCLIP2026.05 | 63.33 | |
| KgCoOpShots=16, Backbone=BiomedCLIP2026.05 | 62.8 | |
| ProGradShots=8, Backbone=BiomedCLIP2026.05 | 62.17 | |
| CLIP-LoRAShots=16, Backbone=BiomedCLIP2026.05 | 61.5 | |
| CLIP-LoRAShots=8, Backbone=BiomedCLIP2026.05 | 61.33 | |
| KgCoOpShots=8, Backbone=BiomedCLIP2026.05 | 61.03 | |
| CoCoOpShots=16, Backbone=BiomedCLIP2026.05 | 60.67 | |
| LP++Shots=4, Backbone=BiomedCLIP2026.05 | 59.02 | |
| BiomedCoOpShots=8, Backbone=BiomedCLIP2026.05 | 58.87 | |
| GDAShots=4, Backbone=BiomedCLIP2026.05 | 57.42 | |
| CoCoOpShots=8, Backbone=BiomedCLIP2026.05 | 55.4 | |
| TIP-Adapter-FShots=4, Backbone=BiomedCLIP2026.05 | 55.2 | |
| ProGradShots=4, Backbone=BiomedCLIP2026.05 | 55.07 | |
| BiomedCoOpShots=4, Backbone=BiomedCLIP2026.05 | 54.73 | |
| CoOpShots=4, Backbone=BiomedCLIP2026.05 | 53.37 | |
| KgCoOpShots=4, Backbone=BiomedCLIP2026.05 | 52.97 | |
| CLIP-AdapterShots=16, Backbone=BiomedCLIP2026.05 | 52.73 | |
| CLIP-LoRAShots=4, Backbone=BiomedCLIP2026.05 | 52.1 | |
| CLIP-AdapterShots=4, Backbone=BiomedCLIP2026.05 | 49.96 | |
| CLIP-AdapterShots=8, Backbone=BiomedCLIP2026.05 | 49.5 | |
| CoCoOpShots=4, Backbone=BiomedCLIP2026.05 | 48.57 | |
| BiomedCLIPShots=0, Backbone=BiomedCLIP2026.05 | 30 |