Tianyu Zhang

33 papers A* 1Journal 21Unranked 9
YearRankTypeTitle / Venue / Authors
2026 J jnl
Adaptive multi-teacher knowledge distillation framework with foundation models for medical image analysis.
Comput. Medical Imaging Graph.
Dudu Liu, Yuan Gao, Ningyi Zhang, Xin Wang, Tianyu Zhang, Ming Fan, Yue Sun, Shuo Li, Tao Tan
2026 — ed.
Artificial Intelligence and Imaging for Diagnostic and Treatment Challenges in Breast Care - Second Deep Breast Workshop, Deep-Breath 2025, Held in Conjunction with MICCAI 2025, Daejeon, South Korea, September 23, 2025, Proceedings
Deep-Breath@MICCAI
Tianyu Zhang, Oliver Lester Saldanha, Luyi Han, Nika Rasoolzadeh, Lidia Garrucho Moras, Jarek van Dijk, Tao Tan, Jakob Nikolas Kather, Ritse Mann
2026 J jnl
Incorporating global-local tissue changes to predict future breast cancer from longitudinal screening mammograms.
Medical Image Anal.
Xin Wang, Tao Tan, Yuan Gao, Eric Marcus, Hong-Yu Zhou, Chunyao Lu, Luyi Han, Antonio Portaluri, Ruisheng Su, Tianyu Zhang, Xinglong Liang, Regina Beets-Tan, Katja Pinker-Domenig, Yue Sun, Ritse Mann, Jonas Teuwen
2026 A* conf
LUMIN: A Longitudinal Multi-modal Knowledge Decomposition Network for Predicting Breast Cancer Recurrence.
AAAI
Chunyao Lu, Tianyu Zhang, Xinglong Liang, Yuan Gao, Luyi Han, Xin Wang, Nika Rasoolzadeh, Tao Tan, Ritse Mann
2026 J jnl
SGAFNet: Robust brain tumor segmentation via learnable sequence-guided adaptive fusion in available MRI acquisitions.
Comput. Medical Imaging Graph.
Zhuoneng Zhang, Luyi Han, Dengqiang Jia, Tianyu Zhang, Zehui Lin, Ka-Hou Chan, Jiaju Huang, Shaobin Chen, Xiangyu Xiong, Sio Kei Im, Tao Tan, Yue Sun
2025 J jnl
A European Multi-Center Breast Cancer MRI Dataset.
CoRR
Gustav Müller-Franzes, Lorena Escudero Sanchez, Nicholas Payne, Alexandra Athanasiou, Michael Kalogeropoulos, Aitor Lopez, Alfredo Miguel Soro Busto, Julia Camps Herrero, Nika Rasoolzadeh, Tianyu Zhang, Ritse Mann, Debora Jutz, Maike Bode, Christiane Kuhl, Wouter Veldhuis, Oliver Lester Saldanha, Jiefu Zhu, Jakob Nikolas Kather, Daniel Truhn, Fiona J. Gilbert
2025 J jnl
A deep learning framework for reconstructing Breast Amide Proton Transfer weighted imaging sequences from sparse frequency offsets to dense frequency offsets.
Comput. Medical Imaging Graph.
Qiuhui Yang, Shu Su, Tianyu Zhang, Meng Wang, Weiqiang Dou, Kefeng Li, Ya Ren, Yijia Zheng, Mingwei Wang, Yi Xu, Yue Sun, Zhou Liu, Tao Tan
2025 — ed.
Artificial Intelligence and Imaging for Diagnostic and Treatment Challenges in Breast Care - First Deep Breast Workshop, Deep-Breath 2024, Held in Conjunction with MICCAI 2024, Marrakesh, Morocco, October 10, 2024, Proceedings
Deep-Breath@MICCAI
Ritse M. Mann, Tianyu Zhang, Tao Tan, Luyi Han, Daniel Truhn, Shuo Li, Yuan Gao, Shannon Doyle, Robert Martí Marly, Jakob Nikolas Kather, Katja Pinker-Domenig, Shandong Wu, Geert Litjens
2025 J jnl
Diagnostic Performance of Universal-Learning Ultrasound AI Across Multiple Organs and Tasks: the UUSIC25 Challenge.
CoRR
Zehui Lin, Luyi Han, Xin Wang, Ying Zhou, Yanning Zhang, Tianyu Zhang, Lingyun Bao, Shandong Wu, Dong Xu, Tao Tan, UUSIC25 Challenge Consortium
2025 — conf
DpDNet: An Dual-Prompt-Driven Network for Universal PET-CT Segmentation.
MICCAI (6)
Xinglong Liang, Jiaju Huang, Luyi Han, Tianyu Zhang, Xin Wang, Yuan Gao, Chunyao Lu, Lishan Cai, Tao Tan, Ritse Mann
2025 J jnl
DpDNet: An Dual-Prompt-Driven Network for Universal PET-CT Segmentation.
CoRR
Xinglong Liang, Jiaju Huang, Luyi Han, Tianyu Zhang, Xin Wang, Yuan Gao, Chunyao Lu, Lishan Cai, Tao Tan, Ritse Mann
2025 J jnl
Multi-Modal Longitudinal Representation Learning for Predicting Neoadjuvant Therapy Response in Breast Cancer Treatment.
IEEE J. Biomed. Health Informatics
Yuan Gao, Tao Tan, Xin Wang, Regina Beets-Tan, Tianyu Zhang, Luyi Han, Antonio Portaluri, Chunyao Lu, Xinglong Liang, Jonas Teuwen, Hong-Yu Zhou, Ritse Mann
2025 J jnl
Synthetizing SWI from 3T to 7T by generative diffusion network for deep medullary veins visualization.
NeuroImage
Sui Li, Xingguang Deng, Qiwei Li, Zhiming Zhen, Luyi Han, Kang Chen, Chaoyang Zhou, Fengxi Chen, Peiyu Huang, Ruiting Zhang, Hao Chen, Tianyu Zhang, Wei Chen, Tao Tan, Chen Liu
2025 J jnl
UniMRISegNet: Universal 3D Network for Various Organs and Cancers Segmentation on Multi-Sequence MRI.
IEEE J. Biomed. Health Informatics
Zhuoneng Zhang, Luyi Han, Tianyu Zhang, Zehui Lin, Qinquan Gao, Tong Tong, Yue Sun, Tao Tan
2024 J jnl
IMPORTANT-Net: Integrated MRI multi-parametric increment fusion generator with attention network for synthesizing absent data.
Inf. Fusion
Tianyu Zhang, Tao Tan, Luyi Han, Xin Wang, Yuan Gao, Jarek van Dijk, Antonio Portaluri, Abel Gonzalez-Huete, Anna D'Angelo, Chunyao Lu, Jonas Teuwen, Regina Beets-Tan, Yue Sun, Ritse Mann
2024 — conf
Improving Neoadjuvant Therapy Response Prediction by Integrating Longitudinal Mammogram Generation with Cross-Modal Radiological Reports: A Vision-Language Alignment-Guided Model.
MICCAI (1)
Yuan Gao, Hong-Yu Zhou, Xin Wang, Tianyu Zhang, Luyi Han, Chunyao Lu, Xinglong Liang, Jonas Teuwen, Regina Beets-Tan, Tao Tan, Ritse Mann
2024 — conf
Multimodal Breast MRI Language-Image Pretraining (MLIP): An Exploration of a Breast MRI Foundation Model.
Deep-Breath@MICCAI
Nika Rasoolzadeh, Tianyu Zhang, Yuan Gao, Jarek van Dijk, Qiuhui Yang, Tao Tan, Ritse M. Mann
2024 J jnl
Non-Adversarial Learning: Vector-Quantized Common Latent Space for Multi-Sequence MRI.
CoRR
Luyi Han, Tao Tan, Tianyu Zhang, Xin Wang, Yuan Gao, Chunyao Lu, Xinglong Liang, Haoran Dou, Yunzhi Huang, Ritse Mann
2024 — conf
Non-adversarial Learning: Vector-Quantized Common Latent Space for Multi-sequence MRI.
MICCAI (11)
Luyi Han, Tao Tan, Tianyu Zhang, Xin Wang, Yuan Gao, Chunyao Lu, Xinglong Liang, Haoran Dou, Yunzhi Huang, Ritse Mann
2024 — conf
One for All: UNET Training on Single-Sequence Masks for Multi-sequence Breast MRI Segmentation.
Deep-Breath@MICCAI
Jarek van Dijk, Luyi Han, Luuk Balkenende, Nika Rasoolzadeh, Karine R. Morche, Tianyu Zhang, Ritse M. Mann
2024 — conf
Ordinal Learning: Longitudinal Attention Alignment Model for Predicting Time to Future Breast Cancer Events from Mammograms.
MICCAI (1)
Xin Wang, Tao Tan, Yuan Gao, Eric Marcus, Luyi Han, Antonio Portaluri, Tianyu Zhang, Chunyao Lu, Xinglong Liang, Regina Beets-Tan, Jonas Teuwen, Ritse Mann
2024 J jnl
Ordinal Learning: Longitudinal Attention Alignment Model for Predicting Time to Future Breast Cancer Events from Mammograms.
CoRR
Xin Wang, Tao Tan, Yuan Gao, Eric Marcus, Luyi Han, Antonio Portaluri, Tianyu Zhang, Chunyao Lu, Xinglong Liang, Regina Beets-Tan, Jonas Teuwen, Ritse Mann
2024 J jnl
Synthesis-based imaging-differentiation representation learning for multi-sequence 3D/4D MRI.
Medical Image Anal.
Luyi Han, Tao Tan, Tianyu Zhang, Yunzhi Huang, Xin Wang, Yuan Gao, Jonas Teuwen, Ritse Mann
2024 J jnl
To deform or not: treatment-aware longitudinal registration for breast DCE-MRI during neoadjuvant chemotherapy via unsupervised keypoints detection.
CoRR
Luyi Han, Tao Tan, Tianyu Zhang, Yuan Gao, Xin Wang, Valentina Longo, Sofía Ventura-Díaz, Anna D'Angelo, Jonas Teuwen, Ritse Mann
2023 — conf
An Explainable Deep Framework: Towards Task-Specific Fusion for Multi-to-One MRI Synthesis.
MICCAI (10)
Luyi Han, Tianyu Zhang, Yunzhi Huang, Haoran Dou, Xin Wang, Yuan Gao, Chunyao Lu, Tao Tan, Ritse Mann
2023 J jnl
An Explainable Deep Framework: Towards Task-Specific Fusion for Multi-to-One MRI Synthesis.
CoRR
Luyi Han, Tianyu Zhang, Yunzhi Huang, Haoran Dou, Xin Wang, Yuan Gao, Chunyao Lu, Tao Tan, Ritse Mann
2023 — conf
DisAsymNet: Disentanglement of Asymmetrical Abnormality on Bilateral Mammograms Using Self-adversarial Learning.
MICCAI (7)
Xin Wang, Tao Tan, Yuan Gao, Luyi Han, Tianyu Zhang, Chunyao Lu, Regina Beets-Tan, Ruisheng Su, Ritse Mann
2023 J jnl
DisAsymNet: Disentanglement of Asymmetrical Abnormality on Bilateral Mammograms using Self-adversarial Learning.
CoRR
Xin Wang, Tao Tan, Yuan Gao, Luyi Han, Tianyu Zhang, Chunyao Lu, Regina Beets-Tan, Ruisheng Su, Ritse Mann
2023 J jnl
IMPORTANT-Net: Integrated MRI Multi-Parameter Reinforcement Fusion Generator with Attention Network for Synthesizing Absent Data.
CoRR
Tianyu Zhang, Tao Tan, Luyi Han, Xin Wang, Yuan Gao, Jonas Teuwen, Regina Beets-Tan, Ritse Mann
2023 J jnl
Radiomics and artificial intelligence in breast imaging: a survey.
Artif. Intell. Rev.
Tianyu Zhang, Tao Tan, Riccardo Samperna, Zhang Li, Yuan Gao, Xin Wang, Luyi Han, Qifeng Yu, Regina G. H. Beets-Tan, Ritse M. Mann
2023 J jnl
Synthesis of Contrast-Enhanced Breast MRI Using Multi-b-Value DWI-based Hierarchical Fusion Network with Attention Mechanism.
CoRR
Tianyu Zhang, Luyi Han, Anna D'Angelo, Xin Wang, Yuan Gao, Chunyao Lu, Jonas Teuwen, Regina Beets-Tan, Tao Tan, Ritse Mann
2023 — conf
Synthesis of Contrast-Enhanced Breast MRI Using T1- and Multi-b-Value DWI-Based Hierarchical Fusion Network with Attention Mechanism.
MICCAI (7)
Tianyu Zhang, Luyi Han, Anna D'Angelo, Xin Wang, Yuan Gao, Chunyao Lu, Jonas Teuwen, Regina Beets-Tan, Tao Tan, Ritse Mann
2023 J jnl
Synthesis-based Imaging-Differentiation Representation Learning for Multi-Sequence 3D/4D MRI.
CoRR
Luyi Han, Tao Tan, Tianyu Zhang, Yunzhi Huang, Xin Wang, Yuan Gao, Jonas Teuwen, Ritse Mann