Cell Image Retrieval on Curated corpus of 2.3M single cells (test)
50.9Accuracy@1HASSL
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| HASSLDouble Teacher=false2026.07 | 50.9 | 50.9 | 66.6 | 50.1 | 74.3 | 49.5 | 82.8 | 48.7 | 58.1 | |
| HASSLfull=true2026.07 | 50.9 | 50.9 | 68 | 50 | 75.5 | 49.4 | 83.5 | 48.6 | 57.8 | |
| HASSLHDBSCAN=false2026.07 | 50.6 | 50.6 | 67.6 | 49.5 | 75.1 | 48.9 | 82.9 | 48 | 57.4 | |
| scDINO2026.07 | 50.4 | 50.4 | 61.9 | 49.2 | 68 | 48.5 | 75.3 | 47.5 | 55.4 | |
| DINOv3retrained on subset=true, variant=baseline2026.07 | 49.4 | 49.4 | 64.4 | 48.5 | 72.1 | 48 | 80.9 | 47.4 | 56.5 | |
| DINOv3retrained on subset=true, Clustering=DBSCAN2026.07 | 49.1 | 49.1 | 61.6 | 47.6 | 68.1 | 46.7 | 75.6 | 45.2 | 55.2 | |
| DINOv3retrained on subset=true, Clustering=Unweighted HDBSCAN2026.07 | 48.4 | 48.4 | 60.6 | 46.7 | 67.2 | 45.8 | 74.5 | 44.7 | 54.3 | |
| ChadaViT2026.07 | 46.3 | 46.3 | 58.1 | 44.8 | 71.7 | 45.4 | 79.4 | 43.8 | 52.9 | |
| HCSCretrained on subset=true2026.07 | 46.1 | 46.1 | 61.6 | 45.3 | 64.5 | 44.7 | 79.7 | 40.7 | 53.9 | |
| OpenPhenom2026.07 | 45.3 | 45.3 | 57.1 | 35.1 | 63.9 | 32.6 | 71.9 | 30.5 | 50.8 | |
| Cellpaint-DINO2026.07 | 44.8 | 44.8 | 55.7 | 43.8 | 61.7 | 43.2 | 68.9 | 42.4 | 49.7 |