Metric: F1 (higher is better)
| # | Model↕ | F1▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Stardist | 84.6 | No | Cell Detection with Star-convex Polygons | 2018-06-09 | Code |
| 2 | ReN-UNet | 84.12 | No | Rethinking the Nested U-Net Approach: Enhancing ... | 2025-04-08 | Code |
| 3 | Hi-gMISnet | 82.5 | No | - | - | Code |
| 4 | LViT-L | 81.01 | No | LViT: Language meets Vision Transformer in Medic... | 2022-06-29 | Code |
| 5 | MDM | 81.01 | No | Masked Diffusion as Self-supervised Representati... | 2023-08-10 | Code |
| 6 | LViT-LW | 80.66 | No | LViT: Language meets Vision Transformer in Medic... | 2022-06-29 | Code |
| 7 | UCTransNet | 79.87 | No | LViT: Language meets Vision Transformer in Medic... | 2022-06-29 | Code |
| 8 | LoGo | 79.56 | No | Medical Transformer: Gated Axial-Attention for M... | 2021-02-21 | Code |
| 9 | MedT | 79.55 | No | Medical Transformer: Gated Axial-Attention for M... | 2021-02-21 | Code |
| 10 | GTUNet | 79.26 | No | LViT: Language meets Vision Transformer in Medic... | 2022-06-29 | Code |
| 11 | UNet++ | 77.01 | No | LViT: Language meets Vision Transformer in Medic... | 2022-06-29 | Code |
| 12 | U-Net | 76.83 | No | Medical Transformer: Gated Axial-Attention for M... | 2021-02-21 | Code |