Object Detection on Clinical dataset
37.2mAPGlottisNet
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 | 37.2 | 73.1 | |
| CondInstBackbone=ResNet50, Model size (MB)=578, FPS (GPU)=46.5, FPS (CPU)=9.9, Image size=400 x 400, CUDA version=11.82026.04 | 36.7 | 64.3 | |
| 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 | 36.3 | 62.5 | |
| GFLBackbone=ResNet101, Model size (MB)=401, FPS (GPU)=39.4, FPS (CPU)=8.6, Image size=400 x 400, CUDA version=11.82026.04 | 34 | 59.3 | |
| Mask2FormerBackbone=ResNet50, Model size (MB)=539, FPS (GPU)=21.0, FPS (CPU)=3.3, Image size=400 x 400, CUDA version=11.82026.04 | 32.6 | 59.8 | |
| 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 | 30.2 | 56.2 | |
| Deform. DETRBackbone=ResNet50, Model size (MB)=474, FPS (GPU)=39.9, FPS (CPU)=3.5, Image size=400 x 400, CUDA version=11.82026.04 | 28.7 | 58.9 | |
| 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 | 28.1 | 56.4 | |
| YOLOv11s-segModel size (MB)=20, FPS (GPU)=144.9, FPS (CPU)=17.6, Image size=400 x 400, CUDA version=11.82026.04 | 26.3 | 53.9 | |
| 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 | 25.1 | 52.8 | |
| YOLOv10sModel size (MB)=16, FPS (GPU)=163.9, FPS (CPU)=20.4, Image size=400 x 400, CUDA version=11.82026.04 | 24.7 | 53.4 | |
| 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 | 24.3 | 53.1 | |
| PointRendBackbone=ResNet50, Model size (MB)=437, FPS (GPU)=41.4, FPS (CPU)=2.4, Image size=400 x 400, CUDA version=11.82026.04 | 23.8 | 50.9 | |
| YOLOv11n-segModel size (MB)=5.7, FPS (GPU)=156.3, FPS (CPU)=21.4, Image size=400 x 400, CUDA version=11.82026.04 | 22.6 | 51.3 | |
| 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 | 22.1 | 49.6 | |
| YOLOv10nModel size (MB)=5.5, FPS (GPU)=166.7, FPS (CPU)=39.8, Image size=400 x 400, CUDA version=11.82026.04 | 21.1 | 46.9 | |
| 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 | 20.9 | 47.4 | |
| 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 | 19.8 | 44.4 | |
| 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 | 19.1 | 46.3 | |
| DAB DETRBackbone=ResNet50, Model size (MB)=515, FPS (GPU)=35.4, FPS (CPU)=15.5, Image size=400 x 400, CUDA version=11.82026.04 | 18.3 | 43.5 | |
| ATSSBackbone=ResNet50, Model size (MB)=251, FPS (GPU)=52.9, FPS (CPU)=11.4, Image size=400 x 400, CUDA version=11.82026.04 | 17.8 | 39.5 | |
| YOLACTBackbone=ResNet50, Model size (MB)=274, FPS (GPU)=74.9, FPS (CPU)=7.2, Image size=400 x 400, CUDA version=11.82026.04 | 16.8 | 42.6 | |
| BoxInstBackbone=ResNet50, Model size (MB)=287, FPS (GPU)=46.8, FPS (CPU)=18.3, Image size=400 x 400, CUDA version=11.82026.04 | 15.3 | 38.9 | |
| Conditional DETRBackbone=ResNet50, Model size (MB)=512, FPS (GPU)=40.4, FPS (CPU)=17.1, Image size=400 x 400, CUDA version=11.82026.04 | 10.5 | 34.1 | |
| DETRBackbone=ResNet50, Model size (MB)=557, FPS (GPU)=47.1, FPS (CPU)=20.0, Image size=400 x 400, CUDA version=11.82026.04 | 9.2 | 21.6 | |
| QueryInstBackbone=ResNet50, Model size (MB)=2021, FPS (GPU)=29.8, Image size=400 x 400, CUDA version=11.82026.04 | 7.6 | 17.1 |