MANGA-YOLO:一个以Mamba为灵感的YOLO模型,在乳房图片中检测乳房质量的小组注意力
Kien Trang1, Fung Fung Ting1, Bao Quoc Vuong2
1School of Information Technology, Monash University, Malaysia Campus, Subang Jaya, 47500, Malaysia.
Computers in biology and medicine
|November 27, 2025
概括
一个新的AI模型,MANGA-YOLO,通过改进小,低对比度和不规则质量的识别来增强乳腺癌检测. 这种先进的深度学习方法承诺更准确,更有效的早期诊断.
科学领域:
- 医疗成像医学成像
- 人工智能的人工智能
- 在瘤学瘤学.
背景情况:
- 乳腺癌仍然是全世界女性癌症死亡的主要原因.
- 乳房摄影对于查至关重要,但面临着大规模检测 (低对比度,尺寸变化,不规则形状) 的挑战.
研究的目的:
- 开发一种新的深度学习模型,MANGA-YOLO,用于改善乳房摄影中的自动乳腺质量检测.
- 解决当前方法在识别具有挑战性的质量特征方面的局限性.
主要方法:
- 提出了MANGA-YOLO,集成了Mamba和变压器架构.
- 介绍了以Mamba为灵感的注意力与上下文意识 (MACA) 进行长期依赖捕获和上下文理解.
- 开发了空间和频道群注意 (SCGA) 模块,用于增强特征表示和边界灵敏度.
主要成果:
- 在INbreast,VinDr-Mammo和CBIS-DDSM数据集上进行评估,分别获得0.881,0.69和0.664的mAP50分数.
- 与现有最先进的模型相比,表现出卓越的性能.
- 展示了小型,低对比度和不规则形状的质量的改进检测.
结论:
- MANGA-YOLO为自动乳腺质量检测提供了强大而高效的解决方案.
- 该模型有可能显著改善乳腺癌查的早期诊断和临床决策.
相关概念视频
Magnetic Resonance Imaging
8.9K
Magnetic resonance imaging (MRI) is a noninvasive medical imaging technique based on a phenomenon of nuclear physics discovered in the 1930s, in which matter exposed to magnetic fields and radio waves was found to emit radio signals. In 1970, a physician and researcher named Raymond Damadian noticed that malignant (cancerous) tissue gave off different signals than normal body tissue. He applied for a patent for the first MRI scanning device in clinical use by the early 1980s. The early MRI...
8.9K
Mouse Models of Cancer Study
6.3K
Mice have long served as models for studying human biology and pathology because of their phylogenetic and physiological similarity with humans. They are also easy to maintain and breed in the laboratory, and hence, many inbred strains are now available for research. Studies on mice have contributed immeasurably to our understanding of cancer biology.
The development of transgenic, knockout, and knock-in mice has led to an exponential increase in their use as model organisms in research,...
The development of transgenic, knockout, and knock-in mice has led to an exponential increase in their use as model organisms in research,...
6.3K


