
Thin-Walled Structures, Journal Year: 2025, Volume and Issue: unknown, P. 113494 - 113494
Published: May 1, 2025
Language: Английский
Thin-Walled Structures, Journal Year: 2025, Volume and Issue: unknown, P. 113494 - 113494
Published: May 1, 2025
Language: Английский
2022 IEEE 46th Annual Computers, Software, and Applications Conference (COMPSAC), Journal Year: 2024, Volume and Issue: unknown, P. 1681 - 1686
Published: July 2, 2024
Language: Английский
Citations
4Iran Journal of Computer Science, Journal Year: 2024, Volume and Issue: unknown
Published: Dec. 9, 2024
Language: Английский
Citations
4Lecture notes in electrical engineering, Journal Year: 2025, Volume and Issue: unknown, P. 416 - 420
Published: Jan. 1, 2025
Language: Английский
Citations
0Frontiers in Oncology, Journal Year: 2025, Volume and Issue: 14
Published: March 3, 2025
Background Breast cancer ranks as one of the leading malignant tumors among women worldwide in terms incidence and mortality. Ultrasound examination is a critical method for breast screening diagnosis China. However, conventional ultrasound examinations are time-consuming labor-intensive, necessitating development automated efficient detection models. Methods We developed novel approach based on an improved deep learning model intelligent auxiliary tumors. Combining optimized U2NET-Lite with DeepCardinal-50 model, this demonstrates superior accuracy efficiency precise segmentation classification images compared to traditional models such ResNet AlexNet. Results Our proposed demonstrated exceptional performance experimental test sets. For segmentation, processed 0.9702, recall 0.7961, IoU 0.7063. In classification, excelled, achieving higher AUC values other Specifically, ResNet-50 achieved accuracies 0.78 benign, 0.67 malignant, 0.73 normal cases, while 0.76, 0.63, 0.90 respectively. These results highlight our model’s capability tumor identification classification. Conclusion The automatic benign using can rapidly accurately identify types at early stage, which crucial treatment
Language: Английский
Citations
0Thin-Walled Structures, Journal Year: 2025, Volume and Issue: unknown, P. 113494 - 113494
Published: May 1, 2025
Language: Английский
Citations
0