Frozen egocentric video features can discriminate freezing of gait above chance, but underperform IMU-based models, and the evidence for complementary visual information is only qualitative.
In: NeurIPS (2025),https://proceedings.neurips.cc/paper_files/ paper / 2025 / hash / bedc73979a95be7727af0c9a99c675ce - Abstract - Datasets _ and_Benchmarks_Track.html
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Towards Context-Aware Clinical Motion Understanding in Daily Living at Home: Freezing of Gait Detection with Egocentric Vision
Frozen egocentric video features can discriminate freezing of gait above chance, but underperform IMU-based models, and the evidence for complementary visual information is only qualitative.