Perturbation Compound classification on Single-cell morphological dataset
92.8FlindokalnerCP-CLIP ViT-L/16 (descriptor)
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CP-CLIP ViT-L/16 (descriptor)Model Backbone=ViT-L/16, Representation Type=descriptor2026.06 | 92.8 | 88 | 89.6 | 84.6 | 84.3 | 92.9 | 91.1 | 81.9 | 91.5 | 94.1 | 89.1 | |
| CP-CLIP ViT-B/16 (descriptor)Model Backbone=ViT-B/16, Representation Type=descriptor2026.06 | 90.7 | 86.9 | 85.7 | 94.2 | 84.8 | 94 | 88.4 | 85.4 | 93.2 | 92.2 | 89.6 | |
| CP-CLIP ViT-B/16 (fingerprint)Model Backbone=ViT-B/16, Representation Type=fingerprint2026.06 | 83.9 | 86.2 | 89.1 | 87.5 | 91.3 | 91.4 | 89.4 | 84 | 97.1 | 87.5 | 88.7 | |
| CLOOME ViT-B/16Model Backbone=ViT-B/162026.06 | 78.4 | 78.4 | 72.9 | 85.4 | 62.3 | 84.9 | 65.3 | 61.9 | 85.4 | 80 | 75.5 | |
| CLIP ViT-B/16Model Backbone=ViT-B/162026.06 | 77.6 | 68 | 66.1 | 21.6 | 62.9 | 44.7 | 50 | 60 | 57.5 | 64.2 | 65.7 | |
| SigLIP-ViT-B/16Model Backbone=ViT-B/162026.06 | 73.4 | 47.1 | 51.5 | 82.6 | 29.1 | 63.8 | 39.5 | 27.2 | 60.4 | 40 | 51.4 | |
| CP-CLIP SigLIP-ViT-B/16 (descriptor)Model Backbone=SigLIP-ViT-B/16, Representation Type=descriptor2026.06 | 68.5 | 44.2 | 48.5 | 77.6 | 35.1 | 86 | 25.5 | 18.6 | 66 | 62 | 53.2 | |
| Grok-42026.06 | 21.5 | 17.4 | 0 | 0 | 41 | 19 | 3.4 | 0 | 0 | 0 | 10.2 | |
| Random Guessing2026.06 | 10 | 10 | 10 | 10 | 10 | 10 | 10 | 10 | 10 | 10 | 10 | |
| GPT-52026.06 | 5.9 | 16.8 | 0 | 0 | 35.3 | 0 | 0 | 0 | 0 | 0 | 7.4 | |
| Claude-4-Sonnet2026.06 | 0 | 0 | 0 | 5.7 | 0 | 0 | 0 | 0 | 21.1 | 0 | 2.7 | |
| Gemini-2.5-Pro2026.06 | 0 | 0 | 0 | 0 | 0 | 2.3 | 0 | 0 | 4.5 | 0 | 0.7 |