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. 2025 Sep 20;17:2089–2125. doi: 10.2147/CMAR.S533522

Table 7.

U-Net Based Lung Cancer Segmentation Modeling Study

Explore Methodologies Findings
Zhou et al (2020) A U-Net-based model for automatic brain tumor segmentation Outperforms conventional methods in tumor region identification and segmentation accuracy123
Zhang et al (2021) V-Net based multi-scale brain tumor segmentation model Effective improvement of segmentation accuracy in small tumor regions124
Xu et al (2020) Deep Learning-based Multi-Classification Brain Tumor Model Significantly better than traditional medical image analysis methods125