Knee injury prediction on Center A+B+C+D+E+F+G (test)
97.92ACLOrthoDiffusion
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| OrthoDiffusionModality=MRI-only, Protocol=Fine-Tuning (FT), Optimization=FT-Opt2026.02 | 97.92 | 81.56 | 90.44 | 85.73 | 74.64 | 44.68 | 91.39 | 84.96 | 79.52 | 70.85 | 74.69 | 82.18 | 77.59 | 79.82 | — | |
| OrthoDiffusionModality=EHR + MRI, Protocol=Fine-Tuning (FT), Optimization=FT-Opt2026.02 | 97.89 | 81.79 | 90.42 | 85.7 | 74.6 | 46.06 | 91.42 | 85.5 | 81.17 | 69.23 | 74.4 | 83.28 | 76.81 | 79.91 | — | |
| OrthoDiffusionModality=MRI-only, Evaluation Protocol=FT (FT-Opt)2026.02 | 97.04 | 93.73 | 87.24 | 85.02 | 91.91 | 85.77 | 99.26 | 86.35 | — | — | — | — | — | — | 90.79 | |
| OrthoDiffusionModality=EHR + MRI, Evaluation Protocol=FT (FT-Opt)2026.02 | 97.02 | 93.8 | 87.21 | 85.09 | 92.01 | 86.56 | 99.27 | 86.95 | — | — | — | — | — | — | 90.99 | |
| OrthoDiffusionModality=EHR + MRI, Protocol=Linear Probing (LP), Optimization=LP-Opt2026.02 | 96.39 | 73.61 | 85.31 | 76.34 | 67.49 | 37.96 | 88.41 | 85.23 | 78.31 | 62.42 | 68.54 | 79.67 | 72.47 | 75.9 | — | |
| OrthoDiffusionModality=MRI-only, Protocol=Linear Probing (LP), Optimization=LP-Opt2026.02 | 96.31 | 74.47 | 85.53 | 76.47 | 67.68 | 34.8 | 89.01 | 84.76 | 75.54 | 64.27 | 68.98 | 78.52 | 73.05 | 75.68 | — | |
| 3D-ResNet-18Modality=MRI-only2026.02 | 96.14 | 55.9 | 79.4 | 69.71 | 52.62 | 28.7 | 70.2 | 81.62 | 63.5 | 63.08 | 62.8 | 70.55 | 73.93 | 72.2 | — | |
| 3D-UnetModality=MRI-only2026.02 | 95.92 | 59.3 | 75.74 | 67.25 | 49.17 | 30.24 | 65.99 | 83.44 | 67.42 | 57.75 | 60.49 | 72.59 | 68.93 | 70.71 | — | |
| OrthoDiffusionModality=EHR + MRI, Evaluation Protocol=LP (LP-Opt)2026.02 | 95.24 | 91.23 | 81.4 | 76.38 | 89.24 | 84.29 | 98.84 | 86.84 | — | — | — | — | — | — | 87.93 | |
| OrthoDiffusionModality=MRI-only, Evaluation Protocol=LP (LP-Opt)2026.02 | 95.15 | 91.26 | 81.37 | 76.23 | 89.08 | 82.58 | 98.85 | 86.34 | — | — | — | — | — | — | 87.61 | |
| 3D-ResNet-18Modality=MRI-only2026.02 | 94.91 | 85 | 74.87 | 70.74 | 83.71 | 76.63 | 96.17 | 83.21 | — | — | — | — | — | — | 83.15 | |
| 3D-UnetModality=MRI-only2026.02 | 94.35 | 84.76 | 70.91 | 68.76 | 83.44 | 79.13 | 94.67 | 85.03 | — | — | — | — | — | — | 82.63 | |
| EHR-onlyModality=EHR-only2026.02 | 58.21 | 11.09 | 56.58 | 49.63 | 16.75 | 19.53 | 7.04 | 56.43 | 33.09 | 32.53 | 29.08 | 55.64 | 55.71 | 55.67 | — | |
| EHR-onlyModality=EHR-only2026.02 | 52.37 | 53.22 | 48.77 | 50.19 | 54.24 | 62.02 | 57.88 | 55.99 | — | — | — | — | — | — | 54.33 |