Landmark Detection on Head X-ray dataset (test)
81.14SDR (2mm)YOLO
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| YOLOLabel=all, Training Strategy=Mixed data2023.06 | 81.14 | 1.32 | 87.85 | 92.12 | 96.8 | |
| GU2NetTraining distribution=Mixed (Head, Hand, Chest)2021.03 | 77.79 | 1.54 | 84.65 | 89.41 | 94.93 | |
| GU2NetLabeled samples=988, Unlabeled samples=0, Multi-dataset training=true2024.07 | 77.79 | 1.54 | 84.65 | 89.41 | 94.93 | |
| Payer et al.Data source=Original paper2021.03 | 73.33 | — | 78.76 | 83.24 | 89.75 | |
| Lindner et al.Data source=Original paper2021.03 | 70.65 | 1.67 | 76.93 | 82.17 | 89.85 | |
| Urschler et al.Data source=Original paper2021.03 | 70.21 | — | 76.95 | 82.08 | 89.01 | |
| Ibragimov et al.Data source=Original paper2021.03 | 68.13 | 1.84 | 74.63 | 79.77 | 86.87 | |
| FM-OSDLabeled samples=1, Unlabeled samples=02024.07 | 67.35 | 1.82 | 77.92 | 84.59 | 91.92 | |
| YOLOLabel=25, Training Strategy=Mixed data2023.06 | 62.05 | 1.96 | 77.68 | 88.21 | 97.11 | |
| SAEMLabeled samples=1, Unlabeled samples=1492024.07 | 54.34 | 2.58 | 64.51 | 70.82 | 80.76 | |
| U-NetTraining distribution=Mixed (Head, Hand, Chest)2021.03 | 52.08 | 12.45 | 60.04 | 66.54 | 73.68 | |
| CC2DLabeled samples=1, Unlabeled samples=1492024.07 | 51.81 | 2.36 | 63.13 | 73.66 | 86.25 | |
| UODLabeled samples=3, Unlabeled samples=985, Multi-dataset training=true2024.07 | 51.14 | 2.43 | 62.37 | 74.4 | 86.49 | |
| UODLabel=1, Training Strategy=Mixed data2023.06 | 51.14 | 2.43 | 62.37 | 74.4 | 86.49 | |
| EGTNLRLabeled samples=1, Unlabeled samples=1492024.07 | 49.45 | 2.27 | 63.07 | 74.7 | 88.91 | |
| YOLOLabel=10, Training Strategy=Mixed data2023.06 | 47.58 | 2.69 | 66.47 | 78.42 | 90.89 | |
| SCPLabeled samples=1, Unlabeled samples=1492024.07 | 43.79 | 2.74 | 53.05 | 64.12 | 79.05 | |
| CC2DLabel=1, Training Strategy=Single dataset2023.06 | 42.36 | 2.76 | 51.82 | 64.02 | 78.96 | |
| YOLOLabel=5, Training Strategy=Mixed data2023.06 | 26.16 | 5.4 | 41.32 | 54.42 | 73.74 |