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Pathological Gait Classification on Pathological Gait Dataset (LOSO)

92.77Accuracy (%)Proposed Method
79.343682.829386.31589.8007Jun 4, 2026

Evaluation results

MethodLinks
Proposed MethodLLM Model=Fine-tuned GPT-2, Classifier=GRU, Tokeniser=Pathological Tokeniser (PT)2026.0692.77
MotionGPT SyntheticLLM Model=MotionGPT, Classifier=GRU2026.0690.26
Qwen-5BLLM Model=Qwen-5B, Classifier=GRU2026.0679.86