Optimizing proportional balance between supervised and unsupervised features for ultrasound breast lesion classification

M Song, Y Kim - Biomedical Signal Processing and Control, 2024 - Elsevier
Computer-aided-diagnosis systems have led to transformative advancements to breast
ultrasound interpretations, surmounting the challenges of manual assessments. Various …

Unsupervised learning method via triple reconstruction for the classification of ultrasound breast lesions

M Song, Y Kim - Biomedical Signal Processing and Control, 2022 - Elsevier
Automatic classification of ultrasound breast tumors has been pragmatically alleviating
several defects raised in manual diagnosis and utilized as a second opinion to help …

[HTML][HTML] Correlated-weighted statistically modeled contourlet and curvelet coefficient image-based breast tumor classification using deep learning

SM Kabir, MIH Bhuiyan - Diagnostics, 2022 - mdpi.com
Deep learning-based automatic classification of breast tumors using parametric imaging
techniques from ultrasound (US) B-mode images is still an exciting research area. The …

CWC-MP-MC Image-based breast tumor classification using an optimized Vision Transformer (ViT)

SM Kabir, MIH Bhuiyan - Biomedical Signal Processing and Control, 2025 - Elsevier
This study introduces a novel approach to improve breast tumor classification by integrating
advanced image processing techniques and a state-of-the-art Vision Transformer (ViT) …

Discrete Wavelet Coefficient-based Embeddable Branch for Ultrasound Breast Masses Classification

M Song, Y Kim - Proceedings of the 38th ACM/SIGAPP Symposium on …, 2023 - dl.acm.org
The progress of computer-aid-diagnosis system for ultrasound breast lesions reaches
tremendous success in the past few years. However, conventional deep learning-based …

RM-CC Image-Based Breast Tumor Classification Using Vision Transformer

SM Kabir, MIH Bhuiyan, SA Ahad… - 2023 5th International …, 2023 - ieeexplore.ieee.org
This research aimed to develop an effective method for classifying breast tumors using a
combination of contourlet transformation, parametric imaging, and vision transformer …

Multiresolution Evaluation of Contourlet Transform for the Diagnosis of Skin Cancer

ARM Sikkander, VV Lakshmi, G Theivanathan… - 2024 - researchsquare.com
The successful treatment of skin cancer and better patient outcomes depend on an early and
precise diagnosis. This work offers a multiresolution assessment of the contourlet transform …