MobileLookNet: A Lightweight Convolutional Neural Network for Detection of Osseous Metastasis Using Feature Fusion and Attention Strategies

• المؤلفون الرئيسيون: Morales, Irish Danielle, Echon, Carlo Joseph, Teaño, Angelico Ruiz, Alampay, Raphael, Abu, Patricia Angela R
• التنسيق: text
• منشور في: Archīum Ateneo 2024
• الموضوعات: bone scintigrams; convolutional neural networks; lightweight networks; metastasis; Analytical, Diagnostic and Therapeutic Techniques and Equipment; Biomedical; Computer Engineering; Electrical and Computer Engineering; Engineering; Medicine and Health Sciences
• الوصول للمادة أونلاين: https://archium.ateneo.edu/intelligent-visual-env/5; https://doi.org/10.1145/3663976.3664235

This study introduces MobileLookNet, a novel lightweight architecture designed for detecting osseous metastasis in bone scintigrams on resource-constrained devices. By employing depthwise separable convolutions in parallel, utilizing inverted residuals, and integrating low-level and high-level featu...