View Proposal

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Proposer

Radu-Casian Mihailescu

Title

A Multi-Modal Gait Analysis and Clinician-Aligned Report Generation Framework for Children with Cerebral Palsy

Goal

Description

Cerebral palsy (CP) is the leading cause of motor disability in children, significantly impairing mobility and quality of life. Children with CP exhibit gait patterns that are difficult to categorize without thorough clinical assessment. Accurate identification of CP-specific gait abnormalities is crucial for effective intervention. Conventional clinical assessments are both labor-intensive and subjective in nature, whereas the machine learning-based efforts lack explainability and robustness, especially under low-data settings. Moreover, existing work has utilized predominantly kinematic and/or kinetic data for CP gait analysis without considering the skeleton joint data and multimodal data integration. This project proposes a novel, interpretable, and end-to-end multi-modal framework for gait analysis and clinician-focused report generation tailored to CP, using advanced Deep learning models for computer vision and LLMs for report generation. The system will be evaluated using real-world data collected at the Al Jalila Children's Hospital’s Gait Laboratory in the UAE.

Resources

Background

Url

Difficulty Level

Moderate

Ethical Approval

None

Number Of Students

2

Supervisor

Radu-Casian Mihailescu

Keywords

Degrees

Bachelor of Science in Computer Science
Bachelor of Science in Computer Systems
Bachelor of Science in Information Systems
Master of Engineering in Software Engineering
Master of Design in Games Design and Development
Master of Science in Artificial Intelligence
Master of Science in Artificial Intelligence with SMI
Master of Science in Business Information Management
Master of Science in Computer Science for Cyber Security
Master of Science in Computer Systems Management
Master of Science in Computing (2 Years)
Master of Science in Data Science
Master of Science in Human Robot Interaction
Master of Science in Information Technology (Business)
Master of Science in Information Technology (Software Systems)
Master of Science in Network Security
Master of Science in Robotics
Master of Science in Software Engineering
Bachelor of Science in Computing Science
Bachelor of Engineering in Robotics
Bachelor of Science in Computer Science (Cyber Security)
Master of Science in Robotics with Industrial Application
Postgraduate Diploma in Artificial Intelligence
Bachelor of Science in Statistical Data Science
BSc Data Sciences