Nuclear Instance Segmentation on Kumar
65.4AJINuNext
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| NuNext2026.03 | 65.4 | — | 82.9 | 78.9 | 65.5 | |
| SMILE2026.03 | 65.1 | — | 81.1 | 78.3 | 63.6 | |
| CellViT-H2026.03 | 64.4 | — | 82 | 77.1 | 63.3 | |
| Hover-Net2026.03 | 64.2 | — | 80 | 78.6 | 63 | |
| CellNuc-DETR2026.03 | 64.1 | — | 82.1 | 78.9 | 64.9 | |
| CPP-Net2026.03 | 63.7 | — | 81.8 | 76.7 | 62.9 | |
| PointNu-Net2026.03 | 63.1 | — | 81.6 | 79 | 64.6 | |
| StarDist2026.03 | 62.3 | — | 80.2 | 75.8 | 60.9 | |
| FICS2026.03 | 62.2 | — | 78 | 78.6 | 61.4 | |
| CIA-NetPost-processing=Default2018.12 | 62 | 81.8 | 75.4 | 76.2 | 57.7 | |
| HoVer-NetPost-processing=Default2018.12 | 61.8 | 82.6 | 77 | 77.3 | 59.7 | |
| DPA-P2PNet2026.03 | 58.5 | — | 77.2 | 79.5 | 61.5 | |
| Micro-NetPost-processing=Default2018.12 | 56 | 79.7 | 69.2 | 74.7 | 51.9 | |
| DISTPost-processing=Default2018.12 | 55.9 | 78.9 | 60.1 | 73.2 | 44.3 | |
| U-NetPost-processing=Default2018.12 | 55.6 | 75.8 | 69.1 | 69 | 47.8 | |
| Mask-RCNNPost-processing=Default2018.12 | 54.6 | 76 | 70.4 | 72 | 50.9 | |
| DCANPost-processing=Default2018.12 | 52.5 | 79.2 | 67.7 | 72.5 | 49.2 | |
| SegNetPost-processing=Watershed2018.12 | 50.8 | 81.1 | 67.7 | 74.4 | 50.6 | |
| CNN3Post-processing=Default2018.12 | 50.8 | 76.2 | — | — | — | |
| QuPathPost-processing=Default2018.12 | 43.2 | 69.8 | 51.1 | 67.9 | 35.1 | |
| FCN8Post-processing=Watershed2018.12 | 42.9 | 79.7 | 59 | 71.9 | 42.5 | |
| SegNetPost-processing=Default2018.12 | 37.7 | 81.1 | 54.5 | 74.2 | 40.7 | |
| Cell ProfilerPost-processing=Default2018.12 | 36.6 | 62.3 | 42.3 | 70.4 | 30 | |
| FCN8Post-processing=Default2018.12 | 28.1 | 79.7 | 43.4 | 71.4 | 31.2 |