A new method of contrast enhancement of musculoskeletal ultrasound imaging based on fuzzy inference technique

Jabbar, Shaima Ibraheem; Aladi, Abathar Qahtan; Day, Charles; Chadwick, Edward

Abstract

Improving the clarity and visual quality of Musculoskeletal Ultrasound Images (MUI) can help clinicians to detect diseases more easily and accurately. In this work, we described how to enhance the contrast of MUI locally based on a fuzzy inference system. Local Fuzzy Inference Technique (LFIT) was introduced as a novel technique to enhance the contrast of MUI. The input data used musculoskeletal ultrasound images were collected from healthy volunteers. Local Fuzzy Inference Technique (LFIT) was compared with a recent fuzzy technique of the image enhancement and validated based on assessment metrics (second-derivative-like measure of enhancement (SDME)). The results advocated an improved quality of the musculoskeletal ultrasound images based on the LFIT technique with approximately 11% greater than recent technique and computation time of LFIT is 28.4% is less. It is possible to apply a proposal technique on the other types of image (panoramic image and video). Furthermore, observed improvements on the MUI quality could potentially invested as a pre-processing step before performing other computer vision applications, such as image segmentation, tracking, and 3D image reconstruction.

Citation

Jabbar, S. I., Aladi, A. Q., Day, C., & Chadwick, E. (2021). A new method of contrast enhancement of musculoskeletal ultrasound imaging based on fuzzy inference technique. Biomedical Physics & Engineering Express, 7(5), 055003. https://doi.org/10.1088/2057-1976/ac0dce

• Journal Article Type: Article
• Acceptance Date: Jul 7, 2021
• Online Publication Date: Jul 7, 2021
• Publication Date: Sep 1, 2021
• Deposit Date: Jun 2, 2023
• Journal: Biomedical Physics & Engineering Express
• Print ISSN: 2057-1976
• Publisher: IOP Publishing
• Peer Reviewed: Peer Reviewed
• Volume: 7
• Issue: 5
• Pages: 055003
• DOI: https://doi.org/10.1088/2057-1976/ac0dce
• Keywords: General Nursing
• Public URL: https://keele-repository.worktribe.com/output/435686
• Additional Information: Article Title: A new method of contrast enhancement of musculoskeletal ultrasound imaging based on fuzzy inference technique; Journal Title: Biomedical Physics & Engineering Express; Article Type: paper; Copyright Information: © 2021 IOP Publishing Ltd; Date Received: 2021-05-10; Date Accepted: 2021-06-23; Online publication date: 2021-07-07