Image Classification on Microscopy Composition Identification (test)
58.78DM ScoreBMC-CLIP
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| BMC-CLIPData Strategy=Concept-Filtering, Evaluation Protocol=WiSE-FT2025.01 | 58.78 | 86.88 | 60.84 | 27.65 | 58.53 | |
| BMC-CLIPData Strategy=Full Dataset (24M), Evaluation Protocol=WiSE-FT2025.01 | 56.26 | 83.97 | 54.81 | 27.89 | 55.73 | |
| BMC-CLIPData Strategy=Concept-Balancing, Evaluation Protocol=WiSE-FT2025.01 | 52.12 | 87.21 | 61.84 | 25.04 | 56.55 | |
| OpenCLIPEvaluation Protocol=Zero-shot2025.01 | 49.67 | 85.66 | 46.77 | 29.23 | 53.03 | |
| BMC-CLIPData Strategy=Concept-Filtering, Evaluation Protocol=Zero-shot2025.01 | 49.07 | 78.71 | 59.17 | 14.54 | 50.37 | |
| CoCaEvaluation Protocol=Zero-shot2025.01 | 47.29 | 71.89 | 39.27 | 48 | 47.29 | |
| BMC-CLIPData Strategy=Full Dataset (24M), Evaluation Protocol=Zero-shot2025.01 | 44.56 | 85.7 | 58.4 | 26.72 | 53.84 | |
| BioMedCLIPEvaluation Protocol=Zero-shot2025.01 | 41.54 | 74.72 | 49.74 | 32.89 | 49.72 | |
| BMC-CLIPData Strategy=Concept-Balancing, Evaluation Protocol=Zero-shot2025.01 | 40.07 | 83.4 | 57.28 | 25.48 | 51.55 | |
| PMC-CLIPEvaluation Protocol=Zero-shot2025.01 | 5.56 | 14.68 | 10.92 | 12.49 | 10.91 |