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Updated: May 26, 2026

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适应的InvolutionNet:空间适应的卷积与道智慧的注意力为乳腺MRI瘤分类

Saeed Alqahtani1, Khaled Alqahtani2, Faisal Alshomrani3

  • 1Radiological Sciences Department, College of Applied Medical Sciences, Najran University, Najran, Kingdom of Saudi Arabia.

PloS one
|February 19, 2026
PubMed
概括

适应性InvolutionNet (AIN) 通过适应性空间特征和道注意力来改善乳腺瘤分类. 这种深度学习模型达到97%的准确性,为计算机辅助乳腺癌检测提供了可靠的工具.

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Adaptive Mechanisms in Cancer Cells02:53

Adaptive Mechanisms in Cancer Cells

Cancer cells accumulate genetic changes at an abnormally rapid rate due to the defects in the DNA repair mechanisms. From an evolutionary perspective, such genetic instability is advantageous for cancer development. Mutant cell lines accumulate a series of beneficial mutations that contribute to their progression into cancer.
Some of the advantages that cancer cells have on normal cells include - enhanced ability to divide without terminally differentiating, induce new blood vessel formation,...