Machine learning classification method for wheelchair detection using bag-of-visual-words technique

The proposed method achieved an accuracy of 98.85%, demonstrating its effectiveness in identifying wheelchairs in images. These findings highlight the potential of object detection techniques in recognizing mobility aids, contributing to improved accessibility and safety in rehabilitation and assistive technology applications.

Authors

Institutions

Publication Details

Journal
Disability and Rehabilitation Assistive Technology
Published
2025-03-11
DOI
https://doi.org/10.1080/17483107.2025.2476105
Citations
4
Primary Topic
Gaze Tracking and Assistive Technology
Type
article
Field-Weighted Citation Impact
7.74
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Machine learning classification method for wheelchair detection using bag-of-visual-words technique

Herman Khalid Omer, Mosleh M. Abualhaj, Ahmad Sami Al‐Shamayleh, Hamid A. Jalab et al.
4 citations
Disability and Rehabilitation Assistive Technology
Gaze Tracking and Assistive Technology
7.74
article

Machine learning classification method for wheelchair detection using bag-of-visual-words technique

Herman Khalid Omer, Mosleh M. Abualhaj, Ahmad Sami Al‐Shamayleh, Hamid A. Jalab, Qusai Y. Shambour
article en
4 citations

Abstract

The proposed method achieved an accuracy of 98.85%, demonstrating its effectiveness in identifying wheelchairs in images. These findings highlight the potential of object detection techniques in recognizing mobility aids, contributing to improved accessibility and safety in rehabilitation and assistive technology applications.

Disability and Rehabilitation Assistive TechnologyVol. 20(6)
Al-Ahliyya Amman University (JO), Thi Qar University (IQ), Duhok Polytechnic University (IQ), Al-Ayen Iraqi University (IQ), Software (Spain) (ES)
Openalex Percentile: Top 3%
Gaze Tracking and Assistive Technology
7.74
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.