使用DE-SAMNet模型对多类肺癌分类进行Grad-CAM增强可解释的深度学习

Murat Kılıç1, Merve Bıyıklı1, Abdulkadir Yelman2

  • 1Turgut Ozal Medical Center, Department of Thoracic Surgery, Faculty of Medicine, Inonu University, Malatya 44280, Türkiye.

概括

这项研究介绍了DE-SAMNet,这是一种用于从CT扫描中准确分类肺癌的深度学习模型. 可解释的AI框架提高了诊断可靠性,并支持早期检测.

相关概念视频

Higher Mental Functions of the Brain: Language01:10

Higher Mental Functions of the Brain: Language

Language is a system of communication that allows the expression of thoughts, ideas, and feelings. The brain processes language in both hemispheres.
Language formation and comprehension take place in the dominant hemisphere. The dominant hemisphere is responsible for understanding the meaning of spoken, written, or sign language, as well as the ability to communicate. For most people, the left hemisphere is the dominant one. The right hemisphere, then, gives tone and emotional context to the...
Cerebral Hemispheres01:05

Cerebral Hemispheres

The human brain, a complex organ, is functionally divided into two cerebral hemispheres—left and right. These hemispheres are interconnected by a structure of paramount importance, the corpus callosum. This substantial bundle of neural fibers is not just a bridge between the hemispheres but a crucial element for the brain's comprehensive functioning. It enables efficient communication between the two hemispheres, allowing each side of the brain to control and receive sensory and motor...
Lateralization01:28

Lateralization

Brain lateralization refers to the division of mental processes and functions between the two hemispheres of the brain, a phenomenon that optimizes neural efficiency and underpins complex abilities in humans. This specialization allows each hemisphere to perform tasks where it has a comparative advantage, facilitating more refined cognitive capabilities across different domains.