Object Detection on CytoDArk0
83.5mAP@50CellMamba
Evaluation Results
| Method | Links | |
|---|---|---|
| CellMambaCategory=Mamba, Params (M)=14.7, Time (ms)=1.6, Patch Size=256x256, Test-Time Augmentation (TTA)=false2025.12 | 83.5 | |
| DINOCategory=Transformer, Params (M)=48.0, Time (ms)=4.5, Patch Size=256x256, Test-Time Augmentation (TTA)=false2025.12 | 81.5 | |
| Mamba YOLO-BaseCategory=Mamba, Params (M)=22.0, Time (ms)=2.2, Patch Size=256x256, Test-Time Augmentation (TTA)=false2025.12 | 81.2 | |
| VSSD-Micro-RCategory=Mamba, Params (M)=21.4, Time (ms)=2.1, Patch Size=256x256, Test-Time Augmentation (TTA)=false2025.12 | 80.8 | |
| Deformable-DETRCategory=Transformer, Params (M)=40.0, Time (ms)=1.8, Patch Size=256x256, Test-Time Augmentation (TTA)=false2025.12 | 79.3 | |
| Mask R-CNNCategory=CNN, Params (M)=44.0, Time (ms)=4.3, Patch Size=256x256, Test-Time Augmentation (TTA)=false2025.12 | 78.5 | |
| Spatial-Mamba-Tiny-MCategory=Mamba, Params (M)=46.0, Time (ms)=6.2, Patch Size=256x256, Test-Time Augmentation (TTA)=false2025.12 | 78.4 | |
| VSSD-Micro-MCategory=Mamba, Params (M)=33.0, Time (ms)=5.3, Patch Size=256x256, Test-Time Augmentation (TTA)=false2025.12 | 78.3 | |
| RetinaNetCategory=CNN, Params (M)=36.0, Time (ms)=3.4, Patch Size=256x256, Test-Time Augmentation (TTA)=true2025.12 | 77.9 | |
| Spatial-Mamba-Tiny-RCategory=Mamba, Params (M)=36.3, Time (ms)=5.8, Patch Size=256x256, Test-Time Augmentation (TTA)=false2025.12 | 77.8 | |
| MobileMamba-B1-MCategory=Mamba, Params (M)=38.0, Time (ms)=6.5, Patch Size=256x256, Test-Time Augmentation (TTA)=false2025.12 | 74.9 | |
| 2D-Mamba-MCategory=Mamba, Params (M)=49.0, Time (ms)=6.9, Patch Size=256x256, Test-Time Augmentation (TTA)=false2025.12 | 74.8 | |
| MobileMamba-B1-RCategory=Mamba, Params (M)=27.1, Time (ms)=6.6, Patch Size=256x256, Test-Time Augmentation (TTA)=true2025.12 | 72.3 | |
| 2D-Mamba-RCategory=Mamba, Params (M)=38.8, Time (ms)=2.4, Patch Size=256x256, Test-Time Augmentation (TTA)=false2025.12 | 68.3 |