Instance Segmentation on Clinical dataset
63.4mIoUGlottisNet
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| GlottisNetModel size (MB)=19, FPS (GPU)=171.4, FPS (CPU)=44.4, Image size=400 x 400, CUDA version=11.82026.04 | 63.4 | 35.2 | 70.9 | 77.6 | |
| RTMDet sBackbone=CSPNeXt, Model size (MB)=169, FPS (GPU)=43.9, FPS (CPU)=22.1, Image size=400 x 400, CUDA version=11.82026.04 | 59.7 | 34.3 | 61.9 | 74.8 | |
| CondInstBackbone=ResNet50, Model size (MB)=578, FPS (GPU)=46.5, FPS (CPU)=9.9, Image size=400 x 400, CUDA version=11.82026.04 | 50.3 | 28.1 | 60.5 | 66.9 | |
| CMask RCNNBackbone=ResNet50, Model size (MB)=602, FPS (GPU)=33.9, FPS (CPU)=1.0, Image size=400 x 400, CUDA version=11.82026.04 | 50.2 | 28.2 | 54.9 | 66.8 | |
| SOLOv2Backbone=ResNet50, Model size (MB)=361, FPS (GPU)=44.2, FPS (CPU)=4.9, Image size=400 x 400, CUDA version=11.82026.04 | 49.4 | 26.6 | 58 | 66.1 | |
| PointRendBackbone=ResNet50, Model size (MB)=437, FPS (GPU)=41.4, FPS (CPU)=2.4, Image size=400 x 400, CUDA version=11.82026.04 | 48.6 | 25.5 | 51.4 | 65.4 | |
| Mask2FormerBackbone=ResNet50, Model size (MB)=539, FPS (GPU)=21.0, FPS (CPU)=3.3, Image size=400 x 400, CUDA version=11.82026.04 | 47.7 | 28 | 56.8 | 64.6 | |
| MS RCNNBackbone=ResNet50, Model size (MB)=471, FPS (GPU)=48.0, FPS (CPU)=2.4, Image size=400 x 400, CUDA version=11.82026.04 | 44 | 24.6 | 48.4 | 61.1 | |
| Mask RCNNBackbone=Swin-T, Model size (MB)=556, FPS (GPU)=40.2, FPS (CPU)=2.1, Image size=400 x 400, CUDA version=11.82026.04 | 43.7 | 22.7 | 47.2 | 60.8 | |
| Mask RCNNBackbone=ResNet50, Model size (MB)=344, FPS (GPU)=51.9, FPS (CPU)=2.4, Image size=400 x 400, CUDA version=11.82026.04 | 41.6 | 23.8 | 46.3 | 58.8 | |
| YOLOv11s-segModel size (MB)=20, FPS (GPU)=144.9, FPS (CPU)=17.6, Image size=400 x 400, CUDA version=11.82026.04 | 36.4 | 21.7 | 51.6 | 53.4 | |
| YOLOv8s-segBackbone=CSPDarknet, Model size (MB)=23, FPS (GPU)=138.9, FPS (CPU)=16.3, Image size=400 x 400, CUDA version=11.82026.04 | 36.3 | 20.3 | 50.1 | 53.2 | |
| YOLACTBackbone=ResNet50, Model size (MB)=274, FPS (GPU)=74.9, FPS (CPU)=7.2, Image size=400 x 400, CUDA version=11.82026.04 | 35.9 | 18 | 39.3 | 52.8 | |
| YOLOv9c-segBackbone=GELAN, Model size (MB)=54, FPS (GPU)=153.8, FPS (CPU)=5.2, Image size=400 x 400, CUDA version=11.82026.04 | 35.4 | 21.6 | 50.6 | 52.3 | |
| YOLOv11n-segModel size (MB)=5.7, FPS (GPU)=156.3, FPS (CPU)=21.4, Image size=400 x 400, CUDA version=11.82026.04 | 33.2 | 17.1 | 46.6 | 49.8 | |
| U-Net++Model size (MB)=32, FPS (GPU)=55.6, FPS (CPU)=2.6, Image size=400 x 400, CUDA version=11.82026.04 | 33 | — | — | 49.6 | |
| YOLOv9e-segBackbone=GELAN, Model size (MB)=117, FPS (GPU)=81.3, FPS (CPU)=2.8, Image size=400 x 400, CUDA version=11.82026.04 | 33 | 19.4 | 48.5 | 49.6 | |
| YOLOv8n-segBackbone=CSPDarknet, Model size (MB)=6.5, FPS (GPU)=149.3, FPS (CPU)=42.6, Image size=400 x 400, CUDA version=11.82026.04 | 32.1 | 17.2 | 45.1 | 48.6 | |
| SparseInstBackbone=ResNet50, Model size (MB)=410, FPS (GPU)=73.4, FPS (CPU)=12.6, Image size=400 x 400, CUDA version=11.82026.04 | 31.1 | 20.1 | 42 | 47.4 | |
| U-Net3+Model size (MB)=104, FPS (GPU)=33.3, Image size=400 x 400, CUDA version=11.82026.04 | 21.8 | — | — | 35.9 | |
| QueryInstBackbone=ResNet50, Model size (MB)=2021, FPS (GPU)=29.8, Image size=400 x 400, CUDA version=11.82026.04 | 17.3 | 8.4 | 17.8 | 29.5 | |
| BoxInstBackbone=ResNet50, Model size (MB)=287, FPS (GPU)=46.8, FPS (CPU)=18.3, Image size=400 x 400, CUDA version=11.82026.04 | 12.8 | 4.7 | 16.7 | 22.7 |