Differentiating post-stroke patients from healthy individuals via vision-based skeleton-optical fusion

It was found that optical flow information calculated based on skeleton points, combined with variations in knee flexion and ankle dorsiflexion angles, improved the interpretability of the analytical framework. This improvement enables clinicians to gain a clearer understanding of the model's decision-making process, thereby increasing their confidence in its outputs. By employing a multi-modal fusion approach, information from different modalities is integrated, which not only broadens the analytical perspectives but also facilitates clinicians' deeper insights into the patient's gait characteristics.

Authors

Institutions

Publication Details

Journal
Journal of NeuroEngineering and Rehabilitation
Published
2025-10-09
DOI
https://doi.org/10.1186/s12984-025-01726-5
Primary Topic
Retinal Imaging and Analysis
Type
article
Field-Weighted Citation Impact
0.00

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Differentiating post-stroke patients from healthy individuals via vision-based skeleton-optical fusion

Liping Li, Xiao Han, Kongfa Hu, Ziyan Wang
Journal of NeuroEngineering and Rehabilitation
Retinal Imaging and Analysis
article

Differentiating post-stroke patients from healthy individuals via vision-based skeleton-optical fusion

Liping Li, Xiao Han, Kongfa Hu, Ziyan Wang
article en

Abstract

It was found that optical flow information calculated based on skeleton points, combined with variations in knee flexion and ankle dorsiflexion angles, improved the interpretability of the analytical framework. This improvement enables clinicians to gain a clearer understanding of the model's decision-making process, thereby increasing their confidence in its outputs. By employing a multi-modal fusion approach, information from different modalities is integrated, which not only broadens the analytical perspectives but also facilitates clinicians' deeper insights into the patient's gait characteristics.

Journal of NeuroEngineering and RehabilitationVol. 22(1)
Nanjing University of Chinese Medicine (CN), Jiangsu Province Hospital (CN), Nanjing Medical University (CN)
National Key Research and Development Program of China
Openalex Percentile: Top 58%
Retinal Imaging and Analysis
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Differentiating post-stroke patients from healthy individuals via vision-based skeleton-optical fusion — Liping Li, Xiao Han, et al. · Journal of NeuroEngineering and Rehabilitation (2025) | TGRS Research Map | TGRS