Gait Pathology Classification on Unified clinical gait benchmark 8-class (GAVD + DCM) (test)
68.1AccuracyBioGait-VLM (Full)
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| BioGait-VLM (Full)Ablation Components=Full Model2026.03 | 68.1 | 52.9 | 98.1 | 36.4 | 80.4 | 35.3 | 66.7 | 31.8 | 4.3 | 70 | |
| BioGait-VLM w/o Biomechanical BranchAblation Components=w/o Biomechanical Branch2026.03 | 64.3 | 43.8 | 98.1 | 33.3 | 73.4 | 16 | 65.7 | 0 | 0 | 64.4 | |
| BioGait-VLM w/o TED BranchAblation Components=w/o TED Branch2026.03 | 63.8 | 42.4 | 93.3 | 35.5 | 71.9 | 10 | 64.1 | 0 | 4.2 | 60.2 | |
| BioGait-VLM w/o bothAblation Components=w/o TED Branch and Biomechanical Branch2026.03 | 60 | 44.2 | 100 | 30 | 72.9 | 0 | 66.7 | 21.1 | 0 | 63.3 | |
| TSNEvaluation Protocol=Fine-tuned, Model Category=End-to-End Video Encoders2026.03 | 37.1 | 35.9 | 100 | 47.6 | 23.4 | 12.1 | 75 | 0 | 0 | 29.2 | |
| InternVL3.5-1BEvaluation Protocol=Zero-Shot, Model Category=General-Purpose LVLMs2026.03 | 32.5 | 9.6 | 0 | 0 | 52.3 | 0 | 0 | 7.6 | 8 | 9.2 | |
| SlowFastEvaluation Protocol=Fine-tuned, Model Category=End-to-End Video Encoders2026.03 | 32.2 | 31.1 | 88.2 | 54.1 | 21.5 | 0 | 57.1 | 0 | 3.9 | 24.3 | |
| Qwen3-VL-2BEvaluation Protocol=Zero-Shot, Model Category=General-Purpose LVLMs2026.03 | 21.9 | 7.8 | 0 | 0 | 46.7 | 0 | 0 | 15.7 | 0 | 0 |