Binary Classification on ScoliGait (test)
70Overall AccClinical-Prior Guided Multi-Modal Learning
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Clinical-Prior Guided Multi-Modal LearningModality=Knowledge Map + Video + Text2026.02 | 70 | 61.9 | 48.6 | 40.9 | 44.4 | 76.9 | 82 | 79.4 | |
| ScoNet-MTRatio=1:1:162026.02 | 66.4 | 45.7 | 31.8 | 7.6 | 12.2 | 69.6 | 91.9 | 79.2 | |
| ScoNet-MTRatio=1:1:82026.02 | 65.1 | 41.6 | 16.6 | 2.1 | 3.8 | 69.5 | 92.4 | 79.3 | |
| ScoNet-MTRatio=1:1:42026.02 | 64.8 | 45.7 | 27.5 | 8.7 | 13.2 | 69.7 | 89.1 | 78.2 | |
| ScoNet-MTRatio=1:1:22026.02 | 64.4 | 43.9 | 33.3 | 5.4 | 9.3 | 69.4 | 90 | 78.4 | |
| Clinical-Prior Guided Multi-Modal LearningModality=Knowledge Map + Video2026.02 | 64 | 56.2 | 38.3 | 37.5 | 37.9 | 74.3 | 75 | 74.6 | |
| Knowledge MapModality=Knowledge Map2026.02 | 58 | 52 | 32 | 38.6 | 35 | 72.1 | 66 | 68.9 | |
| VideoModality=Video2026.02 | 56.3 | 48.8 | 27.8 | 30.6 | 29.1 | 69.9 | 66.9 | 68.4 |