Author

Tian-Yu Zhang

3 papers indexed here

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Sep 2026

DeepVEST: Deep Learning-based Vessel Segmentation and Erasure in Breast MRI for Improved Lesion Assessment.

Purpose To investigate whether selective removal of vascular structures can improve lesion visibility and interpretability in maximum intensity projection (MIP) images derived from dynamic contrast-enhanced MRI. Materials and Methods A retrospective analysis was conducted using breast MRI scans from the Duke-Breast-Can...

Marco Cantone, Tian-Yu Zhang, C. Marrocco et al. · Radiology: Artificial Intell... · 0 citations

Open access Aug 2026

MRICombo: a deep-learning-based framework for universal volumetric segmentation grading-staging and malignancy detection across heterogeneous MRI

Comprehensive magnetic resonance imaging (MRI) analysis in oncology involves multiple interrelated tasks including volumetric segmentation, grading, staging, and malignancy detection. However, most existing deep learning models are task-specific or sequence-specific, lacking the generalizability required for heterogene...

Zhuo-Neng Zhang, Lu-Yi Han, Deng-Qiang Jia et al. · Nature Communications · 2 citations · ⚡1

#artificial intelligence Preprint Aug 2026

Pretrained, Curriculum-Tuned, and Ensembled: A Tracer-Aware Interactive Segmentation Pipeline for AutoPET V

TRIAGE, Tracer-aware Refinement via Interactive Anatomy-Guided sEgmentation, a 3D STU-Net initialized through masked autoencoding pre-training with an asynchronous masking strategy, aiming to learn transferable anatomical and cross-modal representations before task-specific fine-tuning.

Xing-Long Liang, Chun-Fang Lu, Tian-Yu Zhang et al. · 0 citations