Medical Image Classification on BTMRI
90.37AccuracyMedAugment
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MedAugmentBackbone=SwT2023.06 | 90.37 | 96.83 | 90.17 | 89.93 | 96.77 | 89.97 | |
| AutoAugmentBackbone=SwT2023.06 | 89.3 | 96.5 | 89.27 | 88.8 | 96.4 | 88.93 | |
| TrivialAugmentBackbone=SwT2023.06 | 88.93 | 96.4 | 88.93 | 88.43 | 96.3 | 88.53 | |
| RandAugmentBackbone=SwT2023.06 | 88.87 | 96.37 | 88.53 | 88.47 | 96.3 | 88.43 | |
| GSDABackbone=SwT2023.06 | 88.63 | 96.3 | 88.87 | 88.13 | 96.2 | 88.33 | |
| AugMixBackbone=SwT2023.06 | 88.47 | 96.23 | 88.53 | 87.9 | 96.1 | 88.07 | |
| NoAugmentBackbone=SwT2023.06 | 87.77 | 96 | 87.73 | 87.23 | 95.93 | 87.27 | |
| Evi-SteerShots=16, Backbone=BiomedCLIP2026.05 | 86.39 | — | — | — | — | — | |
| Evi-SteerShots=8, Backbone=BiomedCLIP2026.05 | 83.42 | — | — | — | — | — | |
| BiomedCoOpShots=16, Backbone=BiomedCLIP2026.05 | 83.3 | — | — | — | — | — | |
| ProGradShots=16, Backbone=BiomedCLIP2026.05 | 82.84 | — | — | — | — | — | |
| CoOpShots=16, Backbone=BiomedCLIP2026.05 | 82.37 | — | — | — | — | — | |
| TIP-Adapter-FShots=16, Backbone=BiomedCLIP2026.05 | 82.27 | — | — | — | — | — | |
| GDAShots=8, Backbone=BiomedCLIP2026.05 | 81.93 | — | — | — | — | — | |
| GDAShots=16, Backbone=BiomedCLIP2026.05 | 81.91 | — | — | — | — | — | |
| LP++Shots=16, Backbone=BiomedCLIP2026.05 | 81.61 | — | — | — | — | — | |
| KgCoOpShots=16, Backbone=BiomedCLIP2026.05 | 81.07 | — | — | — | — | — | |
| CLIP-LoRAShots=16, Backbone=BiomedCLIP2026.05 | 80.19 | — | — | — | — | — | |
| KgCoOpShots=8, Backbone=BiomedCLIP2026.05 | 79.79 | — | — | — | — | — | |
| CoOpShots=8, Backbone=BiomedCLIP2026.05 | 79.27 | — | — | — | — | — | |
| TIP-Adapter-FShots=8, Backbone=BiomedCLIP2026.05 | 79.18 | — | — | — | — | — | |
| ProGradShots=8, Backbone=BiomedCLIP2026.05 | 78.82 | — | — | — | — | — | |
| BiomedCoOpShots=8, Backbone=BiomedCLIP2026.05 | 78.55 | — | — | — | — | — | |
| CoCoOpShots=16, Backbone=BiomedCLIP2026.05 | 78.45 | — | — | — | — | — | |
| CLIP-LoRAShots=8, Backbone=BiomedCLIP2026.05 | 78.43 | — | — | — | — | — | |
| Evi-SteerShots=4, Backbone=BiomedCLIP2026.05 | 78.28 | — | — | — | — | — | |
| TIP-Adapter-FShots=4, Backbone=BiomedCLIP2026.05 | 77.9 | — | — | — | — | — | |
| GDAShots=4, Backbone=BiomedCLIP2026.05 | 77.56 | — | — | — | — | — | |
| CLIP-LoRAShots=4, Backbone=BiomedCLIP2026.05 | 77.31 | — | — | — | — | — | |
| BiomedCoOpShots=4, Backbone=BiomedCLIP2026.05 | 77.23 | — | — | — | — | — | |
| LP++Shots=8, Backbone=BiomedCLIP2026.05 | 77.11 | — | — | — | — | — | |
| ProGradShots=4, Backbone=BiomedCLIP2026.05 | 76.24 | — | — | — | — | — | |
| LP++Shots=4, Backbone=BiomedCLIP2026.05 | 75.48 | — | — | — | — | — | |
| KgCoOpShots=4, Backbone=BiomedCLIP2026.05 | 75.4 | — | — | — | — | — | |
| CoOpShots=4, Backbone=BiomedCLIP2026.05 | 74.68 | — | — | — | — | — | |
| CoCoOpShots=8, Backbone=BiomedCLIP2026.05 | 71.69 | — | — | — | — | — | |
| CoCoOpShots=4, Backbone=BiomedCLIP2026.05 | 67.83 | — | — | — | — | — | |
| CLIP-AdapterShots=16, Backbone=BiomedCLIP2026.05 | 60.16 | — | — | — | — | — | |
| CLIP-AdapterShots=8, Backbone=BiomedCLIP2026.05 | 57.15 | — | — | — | — | — | |
| CLIP-AdapterShots=4, Backbone=BiomedCLIP2026.05 | 56.8 | — | — | — | — | — | |
| BiomedCLIPShots=0, Backbone=BiomedCLIP2026.05 | 56.79 | — | — | — | — | — |