Image Classification on Biomedical Classification Benchmark
27.7Cell ProfilingBMC-CLIP
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BMC-CLIPData Strategy=Full Dataset (24M), Post-Processing=WiSE-FT, Inference Mode=Zero-shot2025.01 | 27.7 | 47.67 | 16.82 | 44.19 | 38.62 | 66.32 | 68.27 | — | 27.62 | 15.84 | 67.68 | 42.07 | |
| BioMedCLIPInference Mode=Zero-shot2025.01 | 26.54 | 49.14 | 17.03 | 48.83 | 42.39 | 56.04 | 56.09 | — | 26.12 | 36.01 | 53.4 | 41.16 | |
| BMC-CLIPData Strategy=Concept-Filtering (CF), Post-Processing=WiSE-FT, Inference Mode=Zero-shot2025.01 | 26.27 | 51.68 | 16.67 | 49.08 | 39.07 | 71.5 | 67.31 | — | 37.88 | 28.45 | 62.18 | 45.01 | |
| BMC-CLIPData Strategy=Concept-Balancing (CB), Post-Processing=WiSE-FT, Inference Mode=Zero-shot2025.01 | 24.66 | 50.44 | 17.19 | 49.09 | 38.5 | 64.59 | 70.19 | — | 36.75 | 24.06 | 62.39 | 43.79 | |
| OpenCLIPInference Mode=Zero-shot2025.01 | 24.63 | 44.84 | 20.24 | 43.88 | 36.81 | 60.88 | 68.27 | — | 23.75 | 20.37 | 67.51 | 41.18 | |
| BMC-CLIPData Strategy=Concept-Filtering (CF), Inference Mode=Zero-shot2025.01 | 24.36 | 53.51 | 19.48 | 55.81 | 38.6 | 56.68 | 64.1 | — | 43.62 | 65.81 | 55.27 | 47.72 | |
| CoCaInference Mode=Zero-shot2025.01 | 23.58 | 32.92 | 36.27 | 36.5 | 38.33 | 24.69 | 30.45 | — | 43.5 | 10.15 | 36.78 | 31.12 | |
| BMC-CLIPData Strategy=Full Dataset (24M), Inference Mode=Zero-shot2025.01 | 23.56 | 48.66 | 16.61 | 51.97 | 34.55 | 53.06 | 56.41 | — | 43 | 23.07 | 62.64 | 41.35 | |
| BMC-CLIPData Strategy=Concept-Balancing (CB), Inference Mode=Zero-shot2025.01 | 23.54 | 50.35 | 16.39 | 52.33 | 33.62 | 50.34 | 66.35 | — | 43.5 | 56.01 | 56.51 | 44.89 | |
| RandomInference Mode=Zero-shot2025.01 | 20 | 14.28 | 16.66 | 20 | 33.33 | 33.33 | 50 | — | 25 | 28 | 50 | 29.06 | |
| PMC-CLIPInference Mode=Zero-shot2025.01 | 6.01 | 11.23 | 12.48 | 29.86 | 7.82 | 28.47 | 58.97 | — | 20.12 | 12.59 | 42.96 | 23.05 |