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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Mengxing Huang

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3 papers indexed here

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Aug 2026

Anatomical Prior-Guided Black-Box Attack Optimization for Prostate Tumor mpMRI Classification Models.

Prostate cancer is a highly prevalent malignancy, and deep learning has significantly advanced di agnostic models based on multi-parametric MRI (mpMRI). However, the robustness of these models is threatened by adversarial attacks, potentially leading to fatal misdiagnoses and impeding clinical translation. Unlike natur...

Yu Zhang, Jun-Qiang Qiu, Dong-Hui Li et al. · 0 citations
Sep 2026

PURD: A Prior-Guided and Uncertainty-Aware Residual Diffusion Model for Multi-Modal MRI Synthesis.

Multi-parametric magnetic resonance imaging (mpMRI) provides complementary diagnostic information; however, its clinical utility is often hindered by the issue of missing modalities resulting from prolonged scanning times, high costs, and the potential risks associated with contrast agents. While diffusion models (DMs)...

Bhatti Uzair Aslam, Xiao-Xiang Li, Wan-Ling Peng et al. · 0 citations
Sep 2026

Semi-supervised Prostate Multi-Regional Semantic Segmentation with Patch-Based Plug-and-Play Correction Guidance.

The high cost of medical image annotation severely restricts the clinical application of prostate precise multi-regional segmentation technologies. To address existing bottlenecks in semi-supervised learning methods, including insufficient alignment of local anatomical structures and pseudo-label noise accumulation, th...

Zhi-Yuan Zhang, Yu Zhang, Zi-Hao Zhou et al. · 0 citations

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