Author

Tian-Yu Zhang

2 papers indexed here

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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