Towards Personalized Physiotherapy via Common Semantic Fusion: Multi-Modal Learning, Computer Vision and Empathetic NLP

This research develops an AI-driven framework for personalized physiotherapy by integrating multi-modal learning, computer vision, and empathetic NLP.It focuses on user modeling and personalization to enhance physiotherapy assessments via an optimized YOLO Pose algorithm, fusing visual, auditory, and textual data for comprehensive mobility evaluation.Preliminary results show improved pose estimation, supporting the potential for clinical validation and integration of additional modalities such as inertial sensors.

Authors

Institutions

Publication Details

Published
2025-06-13
DOI
https://doi.org/10.1145/3699682.3727565
Primary Topic
Human Pose and Action Recognition
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Towards Personalized Physiotherapy via Common Semantic Fusion: Multi-Modal Learning, Computer Vision and Empathetic NLP

Víctor García
Human Pose and Action Recognition
article

Towards Personalized Physiotherapy via Common Semantic Fusion: Multi-Modal Learning, Computer Vision and Empathetic NLP

Víctor García
article en

Abstract

This research develops an AI-driven framework for personalized physiotherapy by integrating multi-modal learning, computer vision, and empathetic NLP.It focuses on user modeling and personalization to enhance physiotherapy assessments via an optimized YOLO Pose algorithm, fusing visual, auditory, and textual data for comprehensive mobility evaluation.Preliminary results show improved pose estimation, supporting the potential for clinical validation and integration of additional modalities such as inertial sensors.

Universidad Nacional de Educación a Distancia (ES)
Openalex Percentile: Top 88%
Human Pose and Action Recognition
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.

Towards Personalized Physiotherapy via Common Semantic Fusion: Multi-Modal Learning, Computer Vision and Empathetic NLP — Víctor García · (2025) | TGRS Research Map | TGRS