Selected Publications

You can also find my full publication list on my Google Scholar profile.

Yuyin Zhou, Xianhang Li, Fengze Liu, Qingyue Wei, Xuxi Chen, Lequan Yu, Cihang Xie, Matthew P. Lungren, Lei Xing. L2B: Learning to Bootstrap Robust Models for Combating Label Noise, in CVPR 2024 (PDF)

Yipeng Gao, Zeyu Wang, Wei-Shi Zheng, Cihang Xie, Yuyin Zhou. Sculpting Holistic 3D Representation in Contrastive Language-Image-3D Pre-training, in CVPR 2024 (PDF)

Mude Hui, Zihao Wei, Hongru Zhu, Fei Xia, Yuyin Zhou. MicroDiffusion: Implicit Representation-Guided Diffusion for 3D Reconstruction from Limited 2D Microscopy Projections, in CVPR 2024 (PDF)

Zhiheng Cheng, Qingyue Wei, Hongru Zhu, Yan Wang, Liangqiong Qu, Wei Shao, Yuyin Zhou. Unleashing the Potential of SAM for Medical Adaptation via Hierarchical Decoding, in CVPR 2024 (PDF)

Junyuan Zhang, Shuang Zeng, Miao Zhang, Runxi Wang, Feifei Wang, Yuyin Zhou, Paul Pu Liang, Liangqiong Qu. FLHetBench: Benchmarking Device and State Heterogeneity in Federated Learning, in CVPR 2024

Qingyue Wei, Md Tauhidul Islam, Yuyin Zhou, Lei Xing. Self-supervised deep learning of gene–gene interactions for improved gene expression recovery, in Briefings in Bioinformatics 2024 (PDF)

Shiyi Du, Xiaosong Wang, Yongyi Lu, Yuyin Zhou, Shaoting Zhang, Alan Yuille, Kang Li, Zongwei Zhou. Boosting Dermatoscopic Lesion Segmentation via Diffusion Models with Visual and Textual Prompts, in ISBI 2024 (PDF)

Hongxu Jiang, Muhammad Imran, Preethika Muralidharan, Anjali Patel, Jake Pensa, Muxuan Liang, Tarik Benidir, Joseph R Grajo, Jason P Joseph, Russell Terry, John Michael DiBianco, Li-Ming Su, Yuyin Zhou, Wayne G Brisbane, Wei Shao. MicroSegNet: A Deep Learning Approach for Prostate Segmentation on Micro-Ultrasound Images, in Computerized Medical Imaging and Graphics, 2024 (PDF)

Qingyue Wei, Lequan Yu, Xianhang Li, Wei Shao, Cihang Xie, Lei Xing, Yuyin Zhou. Consistency-guided Meta-Learning for Bootstrapping Semi-Supervised Medical Image Segmentation, in International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2023 (PDF)

Yiqing Wang, Zihan Li, Zihao Wei, Jieru Mei, Li Liu, Chen Wang, Shengtian Sang, Alan Yuille, Cihang Xie, Yuyin Zhou. SwinMM: Masked Multi-view with Swin Transformers for 3D Medical Image Segmentation, in International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2023 (PDF)

Yizheng Chen, Michael F. Gensheimer, Hilary P. Bagshaw, Santino Butler, Lequan Yu, Yuyin Zhou, Liyue Shen, Nataliya Kovalchuk, Murat Surucu, Daniel T. Chang, Lei Xing, Bin Han. Patient-Specific Auto-segmentation on Daily kVCT Images for Adaptive Radiation Therapy, in International Journal of Radiation Oncology Biology Physics, 2023. (PDF)

Yutong Bai, Zeyu Wang, Junfei Xiao, Chen Wei, Huiyu Wang, Alan Yuille, Yuyin Zhou, Cihang Xie. Masked Autoencoders Enable Efficient Knowledge Distillers, in IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2023 (PDF)

Zeyu Wang, Yutong Bai, Yuyin Zhou, Cihang Xie. Can CNNs Be More Robust Than Transformers? in International Conference on Learning Representations (ICLR), 2023. (PDF)

Rui Yan, Liangqiong Qu, Qingyue Wei, Shih-Cheng Huang, Liyue Shen, Daniel Rubin, Lei Xing, Yuyin Zhou. Label-Efficient Self-Supervised Federated Learning for Tackling Data Heterogeneity in Medical Imaging, in IEEE transactions on medical imaging (TMI), 2023 (PDF)

Fuying Wang, Yuyin Zhou, Shujun Wang, Varut Vardhanabhuti, Lequan Yu. Multi-Granularity Cross-modal Alignment for Generalized Medical Visual Representation Learning, in Conference on Neural Information Processing Systems (NeurIPS), 2022 (PDF)

Xianhang Li, Huiyu Wang, Chen Wei, Jieru Mei, Alan Yuille, Yuyin Zhou, Cihang Xie. In Defense of Image Pre-Training for Spatiotemporal Recognition, in European Conference on Computer Vision (ECCV), 2022 (PDF)

Sucheng Ren, Huiyu Wang, Zhengqi Gao, Shengfeng He, Alan Yuille, Yuyin Zhou, Cihang Xie. A Simple Data Mixing Prior for Improving Self-Supervised Learning, in IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2022 (PDF)

Yiqing Shen, Yuyin Zhou, Lequan Yu. CD2-pFed: Cyclic Distillation-guided Channel Decoupling for Model Personalization in Federated Learning, in IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2022 (PDF)

Liangqiong Qu, Yuyin Zhou, Paul Pu Liang, Yingda Xia, Feifei Wang, Ehsan Adeli, Li Fei-Fei, Daniel Rubin. Rethinking Architecture Design for Tackling Data Heterogeneity in Federated Learning, in IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2022 (PDF)

Shengtian Sang, Yuyin Zhou, Md Tauhidul Islam, Lei Xing. Small-Object Sensitive Segmentation Using Across Feature Map Attention, in IEEE TPAMI, 2022 (PDF)

Junfei Xiao, Lequan Yu, Zongwei Zhou, Yutong Bai, Lei Xing, Alan Yuille, Yuyin Zhou. CateNorm: Categorical Normalization for Robust Medical Image Segmentation, in MICCAI Workshop on Domain Adaptation and Representation Transfer, 2022 (PDF) Best Paper Honorable Mention

Yucheng Tang, Riqiang Gao, Hohin Lee, Qi Yang, Xin Yu, Yuyin Zhou, Shunxing Bao, Yuankai Huo, Jeffrey Spraggins, Jack Virostko, Zhoubing Xu, Bennett A Landman. Pancreas CT Segmentation by Predictive Phenotyping, in International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2021 (PDF)

Yan Wang, Peng Tang, Yuyin Zhou, Wei Shen, Elliot K Fishman, Alan Yuille. Learning inductive attention guidance for partially supervised pancreatic ductal adenocarcinoma prediction, in IEEE transactions on medical imaging (TMI), 2021 (PDF)

Yuyin Zhou, David Dreizin, Yan Wang, Fengze Liu, Wei Shen, Alan Yuille. External Attention Assisted Multi-Phase Splenic Vascular Injury Segmentation With Limited Data, in IEEE transactions on medical imaging (TMI), 2021 (PDF).

Qihang Yu, Yingwei Li, Jieru Mei, Yuyin Zhou, Alan Yuille. CAKES: Channel-wise Automatic KErnel Shrinking for Efficient 3D Networks, in AAAI Conference on Artificial Intelligence (AAAI), 2021 (PDF)

Yingda Xia, Qihang Yu, Wei Shen, Yuyin Zhou, Elliot Fishman, Alan Yuille. Detecting Pancreatic Adenocarcinoma in Multi-phase CT Scans via Alignment Ensemble, in International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2020 (PDF)

Shuhao Fu, Yongyi Lu, Yan Wang, Yuyin Zhou, Wei Shen, Elliot Fishman, Alan Yuille. Domain Adaptive Relational Reasoning for 3D Multi-Organ Segmentation, in International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2020 (PDF)

David Dreizin, Yuyin Zhou, Tina Chen, Guang Li, Alan Yuille, Ashley McLenithan, Jonathan Morrison. Deep learning-based quantitative visualization and measurement of extraperitoneal hematoma volumes in patients with pelvic fractures, in Journal of Trauma and Acute Care Surgery, 2020

Yingwei Li, Xiaojie Jin, Jieru Mei, Xiaochen Lian, Linjie Yang, Cihang Xie, Qihang Yu, Yuyin Zhou, Song Bai, Alan Yuille. Neural Architecture Search for Lightweight Non-Local Networks, in IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2020 (PDF)

Yan Wang, Xu Wei, Fengze Liu, Jieneng Chen, Yuyin Zhou, Wei Shen, Elliot Fishman, Alan Yuille. Deep Distance Transform for Tubular Structure Segmentation in CT Scans, in IEEE Conference on Computer Vision and Pattern Recognition (CVPR, Oral), 2020 (PDF)

Lifeng Huang, Chengying Gao, Yuyin Zhou, Cihang Xie, Alan Yuille, Changqing Zou, Ning Liu. UPC: Learning Universal Physical Camouflage Attacks on Object Detectors, in IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2020 (PDF)

Yingwei Li, Song Bai, Yuyin Zhou, Cihang Xie, Zhishuai Zhang, Alan Yuille. Learning Transferable Adversarial Examples via Ghost Networks, in AAAI Conference on Artificial Intelligence (AAAI), 2020 (PDF)

Lingxi Xie, Qihang Yu, Yuyin Zhou, Yan Wang, Elliot Fishman, Alan Yuille. Recurrent Saliency Transformation Network for Tiny Target Segmentation in Abdominal CT Scans, in IEEE transactions on medical imaging (TMI), 2019

David Dreizin, Yuyin Zhou, Yixiao Zhang, Nikki Tirada, Alan Yuille. Performance of a Deep Learning Algorithm for Automated Segmentation and Quantification of Traumatic Pelvic Hematomas on CT, in Journal of Digital Imaging (JDI), 2019

Yuyin Zhou, Yingwei Li, Zhishuai Zhang, Yan Wang, Alan Yuille, Seyoun Park. Hyper- Pairing Network for Multi-Phase Pancreatic Ductal Adenocarcinoma Segmentation, in International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2019 (PDF)

Yuyin Zhou, Zhe Li, Song Bai, Chong Wang, Xinlei Chen, Mei Han, Elliot Fishman, Alan Yuille. Prior-aware Neural Network for Partially-Supervised Multi-Organ Segmentation, in IEEE International Conference on Computer Vision (ICCV), 2019 (PDF)

Yan Wang, Yuyin Zhou, Wei Shen, Seyoun Park, Elliot Fishman, Alan Yuille. Abdominal multi-organ segmentation with organ-attention networks and statistical fusion, in Medical Image Analysis (MedIA), 2019 (PDF)

Yuyin Zhou, Yan Wang, Peng Tang, Song Bai, Wei Shen, Elliot Fishman, Alan Yuille. Semi- Supervised 3D Multi-Organ Segmentation via Deep Multi-Planar Co-Training, in IEEE Winter Conference on Applications of Computer Vision (WACV), 2019 (PDF)

Yan Wang, Yuyin Zhou, Peng Tang, Wei Shen, Elliot Fishman, Alan Yuille. Training Multi-organ Segmentation Networks with Sample Selection by Relaxed Upper Confident Bound, in International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI, Oral), 2018 (PDF)

Qihang Yu, Lingxi Xie, Yan Wang, Yuyin Zhou, Elliot Fishman, Alan Yuille. Recurrent Saliency Transformation Network: Incorporating Multi-Stage Visual Cues for Small Organ Segmentation, in IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018 (PDF)

Cihang Xie, Jianyu Wang, Zhishuai Zhang,Yuyin Zhou, Lingxi Xie, Alan Yuille. Adversarial Examples for Semantic Segmentation and Object Detection, in IEEE International Conference on Computer Vision (ICCV), 2017 (PDF)

Yuyin Zhou, Lingxi Xie, Wei Shen, Yan Wang, Elliot Fishman, Alan Yuille. A Fixed- Point Model for Pancreas Segmentation in Abdominal CT Scans, in International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2017 (PDF)

Yuyin Zhou, Lingxi Xie, Elliot Fishman, Alan Yuille. Deep Supervision for Pancreatic Cyst Segmentation in Abdominal CT Scans, in International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2017 (PDF)