Zongwei Zhou

Assistant Professor, Computer Science, Johns Hopkins University

Joined

March 2018

Names

Zongwei Zhou (Preferred)

Emails

****@asu.edu (Confirmed)

****@jh.edu (Confirmed)

****@gmail.com (Confirmed)

Personal Links

Homepage

Google Scholar

ORCID

Career & Education History

Assistant Professor

Computer Science, Johns Hopkins University (jhu.edu)

2024 – Present

Postdoc

Computer Science, Johns Hopkins University (jhu.edu)

2021 – 2024

PhD student

Biomedical Informatics, Arizona State University (asu.edu)

2017 – 2021

Undergrad student

Computer Science, Dalian University of Technology (dlut.edu.cn)

2012 – 2016

Advisors, Relations & Conflicts

Postdoc Advisor

Alan Yuille

2021 – 2024

PhD Advisor

Jianming Liang

2016 – 2021

Expertise

Medical Imaging

2016 – Present

Deep Learning

2015 – Present

Publications

Meissa: Multi-modal Medical Agentic Intelligence
Yixiong Chen, Xinyi Bai, Yue Pan, Zongwei Zhou, Alan Yuille
- OpenReview Archive Direct Upload
- Readers: Everyone
CrossPan: A Comprehensive Benchmark for Cross-Sequence Pancreas MRI Segmentation and Generalization
Linkai Peng, Cuiling Sun, Zheyuan Zhang, Wanying Dou, Halil Ertugrul Aktas, Andrea M. Bejar, Elif Keles, Tamas Gonda, Michael B Wallace, Zongwei Zhou, Gorkem Durak, Rajesh N Keswani, Ulas Bagci
- MIDL 2026 - Validation Papers Poster
- Readers: Everyone
Are Vision Language Models Ready for Clinical Diagnosis? A 3D CT Benchmark for Lesion-centric Visual Question Answering
Yixiong Chen, Wenjie Xiao, Pedro R. A. S. Bassi, Xinze Zhou, Sezgin Er, Ibrahim Ethem Hamamci, Zongwei Zhou, Alan Yuille
- Submitted to ICLR 2026
- Readers: Everyone
MedQuanBench: Quantization-Aware Analysis for Efficient Medical Imaging Models
Chongyu Qu, Ritchie Zhao, Junchao Zhu, Muyang Li, Ye Yu, Juming Xiong, Junlin Guo, Wenxuan Li, Yang Sui, Jun Ma, Dong Yang, Bennett Allan Landman, Zongwei Zhou, Daguang Xu, Yuankai Huo, Yucheng Tang
- Submitted to ICLR 2026
- Readers: Everyone
PanTS: The Pancreatic Tumor Segmentation Dataset
Wenxuan Li, Xinze Zhou, Qi Chen, Tianyu Lin, Pedro R. A. S. Bassi, Xiaoxi Chen, Chen Ye, Zheren Zhu, Kai Ding, Heng Li, Kang Wang, Yang Yang, Yucheng Tang, Daguang Xu, Alan Yuille, Zongwei Zhou
- NeurIPS 2025 Datasets and Benchmarks Track poster
- Readers: Everyone
Are Pixel-Wise Metrics Reliable for Computerized Tomography Reconstruction?
Tianyu Lin, Xinran Li, Chuntung Zhuang, Qi Chen, Yuanhao Cai, Kai Ding, Alan Yuille, Zongwei Zhou
- NeurIPS 2025 poster
- Readers: Everyone
Label Critic: Design Data Before Models
Pedro R. A. S. Bassi, Qilong Wu, Wenxuan Li, Sergio Decherchi, Andrea Cavalli, Alan Yuille, Zongwei Zhou
- IEEE International Symposium on Biomedical Imaging (ISBI)
- Readers: Everyone
Exploiting Structural Consistency of Chest Anatomy for Unsupervised Anomaly Detection in Radiography Images
Tiange Xiang, Yixiao Zhang, Yongyi Lu, Alan L. Yuille, Chaoyi Zhang, Tom Weidong Cai, Zongwei Zhou
- IEEE Trans. Pattern Anal. Mach. Intell. 2024
- Readers: Everyone
Touchstone Benchmark: Are We on the Right Way for Evaluating AI Algorithms for Medical Segmentation?
Pedro R. A. S. Bassi, Wenxuan Li, Yucheng Tang, Fabian Isensee, Zifu Wang, Jieneng Chen, Yu-Cheng Chou, Yannick Kirchhoff, Maximilian Rouven Rokuss, Ziyan Huang, Jin Ye, Junjun He, Tassilo Wald, Constantin Ulrich, Michael Baumgartner, Saikat Roy, Klaus Maier-Hein, Paul F Jaeger, Yiwen Ye, Yutong Xie et al. (33 additional authors not shown)
- NeurIPS 2024 Track Datasets and Benchmarks Poster
- Readers: Everyone
Scaling Temporal and Volumetric Datasets for Tumor Localization with Weak Annotations
Yu-Cheng Chou, Bowen Li, Deng-Ping Fan, Alan Yuille, Zongwei Zhou
- MIDL 2024 Short Papers
- Readers: Everyone

View all 131 publications

Co-Authors

View all 389 co-authors