journal article·2024Open access

Computational Approach for Automated Segmentation and Classification of Region of Interest in Lateral Breast Thermograms

Dennies Tsietso, Abid Yahya, Ravi Samikannu, Basit Qureshi, Muhammad Babar

Computers, Materials & Continua· Volume 80· Issue 3

Abstract

Breast cancer is one of the major health issues with high mortality rates and a substantial impact on patients and healthcare systems worldwide. Various Computer-Aided Diagnosis (CAD) tools, based on breast thermograms, have ... | Find, read and cite all the research you need on Tech Science Press
Source: openalex_inverted_index · Quality: baseline

Research context

OpenAlex topics: Infrared Thermography in Medicine · AI in cancer detection · Infrared Target Detection Methodologies

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

References (28)

Show source-provided references
1. Global cancer statistics 2020: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries10.3322/caac.21660 ↗
2. Breast cancer diagnosis using thermal image analysis: A data-driven approach based on swarm intelligence and supervised learning for optimized feature selection10.1016/j.asoc.2021.107533 ↗
3. Breast cancer research in Pakistan: A bibliometric analysis10.1177/21582440211046934 ↗
4. Mathematical modeling of the immune-chemotherapeutic treatment of breast cancer under some control parameters
5. Mathematical modeling of breast cancer in a mixed immune-chemotherapy treatment considering the effect of ketogenic diet10.1140/epjp/s13360-020-00991-8 ↗
6. Division induced dynamics in non-invasive and invasive breast cancer10.1016/j.bpj.2016.11.687 ↗
7. Breast cancer diagnosis using abnormalities on ipsilateral views of digital mammograms10.1016/j.bbe.2019.04.008 ↗
8. Risk of radiation-induced breast cancer from mammographic screening10.1148/radiol.10100655 ↗
9. Thermography as an economical alternative modality to mammography for early detection of breast cancer
10. Thermal characteristics of breast surface temperature in healthy women10.3390/ijerph18031097 ↗
11. Breast microscopic cancer segmentation and classification using unique 4-qubit-quantum model10.1002/jemt.24054 ↗
12. Segmenting breast cancerous regions in thermal images using fuzzy active contours
13. Multi-view breast thermogram analysis by fusing texture features10.1080/17686733.2018.1544687 ↗
14. A multi-level thresholding method for breast thermograms analysis using Dragonfly algorithm10.1016/j.infrared.2018.08.007 ↗
15. Image segmentation and asymmetry analysis of breast thermograms for tumor detection
16. Enhanced segmentation of inflamed ROI to improve the accuracy of identifying benign and malignant cases in breast thermogram10.1155/2021/5566853 ↗
17. A new database for breast research with infrared image10.1166/jmihi.2014.1226 ↗
18. Robust mean shift filter for mixed Gaussian and impulsive noise reduction in color digital images10.1038/s41598-022-19161-0 ↗
19. Noise-robust, reconfigurable Canny edge detection and its hardware realization10.1109/ACCESS.2020.2976860 ↗
20. Image texture analysis: Methods and comparisons10.1016/j.chemolab.2004.02.005 ↗
21. MathWorks, “Texture analysis using the gray-level co-occurrence matrix (GLCM),” Accessed: Jan. 24, 2024. [Online]. Available: https://www.mathworks.com/
22. Magnetic resonance imaging texture analysis in differentiating benign and malignant breast lesions of breast imaging reporting and data system 4: A preliminary study10.1097/RCT.0000000000000969 ↗
23. Beam search for feature selection in automatic SVM defect classification
24. MSPSF: A multi-scale local intensity measurement function for segmentation of breast thermogram10.1109/TIM.2019.2925879 ↗
25. Segmentation of breast-region in breast thermogram using arc-approximation and triangular-space search10.1109/TIM.2019.2956362 ↗
26. Breast cancer identification via thermography image segmentation with a gradient vector flow and a convolutional neural network10.1155/2019/9807619 ↗
27. Bio-inspired swarm techniques for thermogram breast cancer detection
28. Role of normalization of breast thermogram images and automatic classification of breast cancer10.1007/s00371-017-1447-9 ↗