Image-Text Retrieval on General Domain
31.27Retrieval ScoreCLIPScore
Evaluation Results
| Method | Links | |
|---|---|---|
| CLIPScoreRetention ratio (r)=10%, Backbone=MetaCLIP-B16-400M2025.11 | 31.27 | |
| Concept-BalanceRetention ratio (r)=20%, Backbone=MetaCLIP-B16-400M2025.11 | 30.31 | |
| Concept-BalanceRetention ratio (r)=10%, Backbone=MetaCLIP-B16-400M2025.11 | 30.14 | |
| RandomRetention ratio (r)=30%, Backbone=MetaCLIP-B16-400M2025.11 | 29.85 | |
| Concept-BalanceRetention ratio (r)=30%, Backbone=MetaCLIP-B16-400M2025.11 | 29.66 | |
| RandomRetention ratio (r)=20%, Backbone=MetaCLIP-B16-400M2025.11 | 29.57 | |
| Concept-FilterRetention ratio (r)=20%, Backbone=MetaCLIP-B16-400M2025.11 | 29.54 | |
| Concept-FilterRetention ratio (r)=30%, Backbone=MetaCLIP-B16-400M2025.11 | 29.54 | |
| RandomRetention ratio (r)=50%, Backbone=MetaCLIP-B16-400M2025.11 | 29.29 | |
| RandomRetention ratio (r)=10%, Backbone=MetaCLIP-B16-400M2025.11 | 29.28 | |
| VanillaBackbone=MetaCLIP-B16-400M2025.11 | 29.23 | |
| Concept-FilterRetention ratio (r)=10%, Backbone=MetaCLIP-B16-400M2025.11 | 29.19 | |
| CLIPScoreRetention ratio (r)=20%, Backbone=MetaCLIP-B16-400M2025.11 | 28.81 | |
| BMCLIP2025.11 | 28.27 | |
| CLIPScoreRetention ratio (r)=30%, Backbone=MetaCLIP-B16-400M2025.11 | 28.09 | |
| TRAKRetention ratio (r)=10%, Backbone=MetaCLIP-B16-400M2025.11 | 27.17 | |
| DotRetention ratio (r)=20%, Backbone=MetaCLIP-B16-400M2025.11 | 26.93 | |
| DotRetention ratio (r)=10%, Backbone=MetaCLIP-B16-400M2025.11 | 26.47 | |
| TracInRetention ratio (r)=10%, Backbone=MetaCLIP-B16-400M2025.11 | 26.36 | |
| CHIPSRetention ratio (r)=30%, Backbone=MetaCLIP-B16-400M2025.11 | 26.11 | |
| CHIPSRetention ratio (r)=20%, Backbone=MetaCLIP-B16-400M2025.11 | 25.9 | |
| TRAKRetention ratio (r)=20%, Backbone=MetaCLIP-B16-400M2025.11 | 25.81 | |
| CHIPSRetention ratio (r)=10%, Backbone=MetaCLIP-B16-400M2025.11 | 25.71 | |
| DotRetention ratio (r)=30%, Backbone=MetaCLIP-B16-400M2025.11 | 25.67 | |
| TracInRetention ratio (r)=30%, Backbone=MetaCLIP-B16-400M2025.11 | 25.15 | |
| TracInRetention ratio (r)=20%, Backbone=MetaCLIP-B16-400M2025.11 | 25.09 | |
| PubMedCLIP2025.11 | 24.21 | |
| Full DatasetBackbone=MetaCLIP-B16-400M2025.11 | 24.2 | |
| TRAKRetention ratio (r)=30%, Backbone=MetaCLIP-B16-400M2025.11 | 24.04 | |
| BioMedCLIP2025.11 | 23.55 |