Image Classification on General Domain 31 tasks
57.97CLS ScoreBMCLIP
Evaluation Results
| Method | Links | |
|---|---|---|
| BMCLIP2025.11 | 57.97 | |
| CLIPScoreRetention ratio (r)=10%, Backbone=MetaCLIP-B16-400M2025.11 | 53.39 | |
| VanillaBackbone=MetaCLIP-B16-400M2025.11 | 53.15 | |
| RandomRetention ratio (r)=10%, Backbone=MetaCLIP-B16-400M2025.11 | 52.21 | |
| Concept-BalanceRetention ratio (r)=10%, Backbone=MetaCLIP-B16-400M2025.11 | 51.95 | |
| Concept-FilterRetention ratio (r)=10%, Backbone=MetaCLIP-B16-400M2025.11 | 51.81 | |
| RandomRetention ratio (r)=20%, Backbone=MetaCLIP-B16-400M2025.11 | 51.39 | |
| Concept-BalanceRetention ratio (r)=20%, Backbone=MetaCLIP-B16-400M2025.11 | 51.38 | |
| Concept-FilterRetention ratio (r)=20%, Backbone=MetaCLIP-B16-400M2025.11 | 51.25 | |
| CLIPScoreRetention ratio (r)=20%, Backbone=MetaCLIP-B16-400M2025.11 | 51.25 | |
| Concept-BalanceRetention ratio (r)=30%, Backbone=MetaCLIP-B16-400M2025.11 | 51.13 | |
| RandomRetention ratio (r)=30%, Backbone=MetaCLIP-B16-400M2025.11 | 50.98 | |
| CLIPScoreRetention ratio (r)=30%, Backbone=MetaCLIP-B16-400M2025.11 | 50.76 | |
| Concept-FilterRetention ratio (r)=30%, Backbone=MetaCLIP-B16-400M2025.11 | 50.63 | |
| RandomRetention ratio (r)=50%, Backbone=MetaCLIP-B16-400M2025.11 | 50.56 | |
| Full DatasetBackbone=MetaCLIP-B16-400M2025.11 | 49.72 | |
| DotRetention ratio (r)=10%, Backbone=MetaCLIP-B16-400M2025.11 | 48.27 | |
| TRAKRetention ratio (r)=10%, Backbone=MetaCLIP-B16-400M2025.11 | 48.24 | |
| CHIPSRetention ratio (r)=10%, Backbone=MetaCLIP-B16-400M2025.11 | 47.88 | |
| TRAKRetention ratio (r)=20%, Backbone=MetaCLIP-B16-400M2025.11 | 47.54 | |
| DotRetention ratio (r)=20%, Backbone=MetaCLIP-B16-400M2025.11 | 47.5 | |
| CHIPSRetention ratio (r)=20%, Backbone=MetaCLIP-B16-400M2025.11 | 47.45 | |
| TracInRetention ratio (r)=10%, Backbone=MetaCLIP-B16-400M2025.11 | 47.26 | |
| TracInRetention ratio (r)=20%, Backbone=MetaCLIP-B16-400M2025.11 | 46.79 | |
| DotRetention ratio (r)=30%, Backbone=MetaCLIP-B16-400M2025.11 | 46.39 | |
| CHIPSRetention ratio (r)=30%, Backbone=MetaCLIP-B16-400M2025.11 | 46.34 | |
| TRAKRetention ratio (r)=30%, Backbone=MetaCLIP-B16-400M2025.11 | 46.29 | |
| TracInRetention ratio (r)=30%, Backbone=MetaCLIP-B16-400M2025.11 | 46.23 | |
| PubMedCLIP2025.11 | 19.05 | |
| BioMedCLIP2025.11 | 7.68 |