Nuclear Instance Segmentation on CoNSeP
58.2AJINuNext
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| NuNext2026.03 | 58.2 | — | 74.1 | 79 | 58.6 | |
| CellNuc-DETR2026.03 | 57.7 | — | 73 | 76.8 | 56.2 | |
| HoVer-NetPost-processing=Default2018.12 | 57.1 | 85.3 | 70.2 | 77.8 | 54.7 | |
| DiffMixBase Architecture=SONNET2023.06 | 57 | 84.4 | 64.9 | 76.6 | 49.9 | |
| DiffMix-EBase Architecture=SONNET2023.06 | 56.7 | 84.2 | 64.8 | 76.7 | 49.8 | |
| SONNETBase Architecture=SONNET2023.06 | 56.4 | 84.1 | 64.6 | 76.6 | 49.6 | |
| DiffMixBase Architecture=HoVer-Net2023.06 | 56.3 | 83.6 | 65.8 | 76.6 | 50.5 | |
| GradMixBase Architecture=HoVer-Net2023.06 | 56.2 | 83.6 | 65.8 | 76.5 | 50.4 | |
| DiffMix-BBase Architecture=SONNET2023.06 | 56.2 | 84.2 | 63.6 | 76.5 | 48.8 | |
| GradMixBase Architecture=SONNET2023.06 | 56.1 | 84 | 63.9 | 76.4 | 48.9 | |
| CellViT-H2026.03 | 56 | — | 70.3 | 74.3 | 52.5 | |
| DiffMix-BBase Architecture=HoVer-Net2023.06 | 55.8 | 83.5 | 65.3 | 76.2 | 49.9 | |
| DiffMix-EBase Architecture=HoVer-Net2023.06 | 55 | 83.2 | 64.5 | 76 | 49.2 | |
| HoVer-NetBase Architecture=HoVer-Net2023.06 | 54.5 | 83.5 | 63.6 | 75.8 | 48.3 | |
| Hover-Net2026.03 | 53.3 | — | 67 | 76.6 | 51.5 | |
| Micro-NetPost-processing=Default2018.12 | 52.7 | 79.4 | 60 | 74.5 | 44.9 | |
| CPP-Net2026.03 | 52.4 | — | 66.4 | 72.6 | 48.5 | |
| DPA-P2PNet2026.03 | 52.1 | — | 68.6 | 77.9 | 53.7 | |
| PointNu-Net2026.03 | 50.4 | — | 68.8 | 77.4 | 53.3 | |
| DISTPost-processing=Default2018.12 | 50.2 | 80.4 | 54.4 | 72.8 | 39.8 | |
| FICS2026.03 | 49.2 | — | 65 | 77.2 | 50.4 | |
| U-NetPost-processing=Default2018.12 | 48.2 | 72.4 | 48.8 | 67.1 | 32.8 | |
| StarDist2026.03 | 47.8 | — | 60.1 | 71.5 | 43.3 | |
| Mask-RCNNPost-processing=Default2018.12 | 47.4 | 74 | 61.9 | 74 | 46 | |
| SMILE2026.03 | 44.4 | — | 57.2 | 74.6 | 42.9 | |
| SegNetPost-processing=Watershed2018.12 | 33 | 79.3 | 46.4 | 72.1 | 33.5 | |
| DCANPost-processing=Default2018.12 | 28.9 | 73.3 | 38.3 | 66.7 | 25.6 | |
| QuPathPost-processing=Default2018.12 | 24.9 | 58.8 | 21.6 | 64.1 | 15.1 | |
| FCN8Post-processing=Watershed2018.12 | 22.6 | 75.8 | 32 | 67.6 | 21.7 | |
| Cell ProfilerPost-processing=Default2018.12 | 20.2 | 43.4 | 24.9 | 70.5 | 17.9 | |
| SegNetPost-processing=Default2018.12 | 19.4 | 79.6 | 37.1 | 72.7 | 27 | |
| FCN8Post-processing=Default2018.12 | 12.3 | 75.6 | 23.9 | 68.2 | 16.3 |