Generalizable Semantic Segmentation via Model-agnostic Learning and Target-specific Normalization. - Jian Zhang 090; Lei Qi 001; Yinghuan Shi; Yang Gao 001 (CoRR, 2020)

Interactive medical image segmentation via a point-based interaction. - Jian Zhang 090; Yinghuan Shi; Jinquan Sun; Lei Wang 001; Luping Zhou; Yang Gao 001; Dinggang Shen (Artif. Intell. Medicine, 2021)

More is Better: A Novel Multi-view Framework for Domain Generalization. - Jian Zhang 090; Lei Qi 001; Yinghuan Shi; Yang Gao 001 (CoRR, 2021)

MVDG: A Unified Multi-view Framework for Domain Generalization. - Jian Zhang 090; Lei Qi 001; Yinghuan Shi; Yang Gao 001 (ECCV (27), 2022)

A time-incorporated SOFA score-based machine learning model for predicting mortality in critically ill patients: A multicenter, real-world study. - Yang Liu 308; Kun Gao; Hongbin Deng; Tong Ling; Jiajia Lin; Xianqiang Yu; Xiangwei Bo; Jing Zhou; Lin Gao; Peng Wang 015; Jiajun Hu; Jian Zhang 090; et al. (Int. J. Medical Informatics, 2022)

Generalizable model-agnostic semantic segmentation via target-specific normalization. - Jian Zhang 090; Lei Qi 001; Yinghuan Shi; Yang Gao 001 (Pattern Recognit., 2022)

Inconsistency-Aware Uncertainty Estimation for Semi-Supervised Medical Image Segmentation. - Yinghuan Shi; Jian Zhang 090; Tong Ling; Jiwen Lu; Yefeng Zheng 001; Qian Yu; Lei Qi 001; Yang Gao 001 (IEEE Trans. Medical Imaging, 2022)

DomainAdaptor: A Novel Approach to Test-time Adaptation. - Jian Zhang 090; Lei Qi 001; Yinghuan Shi; Yang Gao 001 (ICCV, 2023)

Generalizable Decision Boundaries: Dualistic Meta-Learning for Open Set Domain Generalization. - Xiran Wang; Jian Zhang 090; Lei Qi 001; Yinghuan Shi (ICCV, 2023)

Constructing and Exploring Intermediate Domains in Mixed Domain Semi-supervised Medical Image Segmentation. - Qinghe Ma; Jian Zhang 090; Lei Qi 001; Qian Yu; Yinghuan Shi; Yang Gao 001 (CVPR, 2024)

Learn to Preserve and Diversify: Parameter-Efficient Group with Orthogonal Regularization for Domain Generalization. - Jiajun Hu; Jian Zhang 090; Lei Qi 001; Yinghuan Shi; Yang Gao 001 (ECCV (51), 2024)

The Devil Is in the Statistics: Mitigating and Exploiting Statistics Difference for Generalizable Semi-supervised Medical Image Segmentation. - Muyang Qiu; Jian Zhang 090; Lei Qi 001; Qian Yu; Yinghuan Shi; Yang Gao 001 (ECCV (54), 2024)

Dual-Teacher Ensemble Models with Double-Copy-Paste for 3D Semi-Supervised Medical Image Segmentation. - Zhan Fa; Shumeng Li; Jian Zhang 090; Lei Qi 001; Qian Yu; Yinghuan Shi (CoRR, 2024)

Domain generalization via Inter-domain Alignment and Intra-domain Expansion. - Jiajun Hu; Lei Qi 001; Jian Zhang 090; Yinghuan Shi (Pattern Recognit., 2024)

Exploring Flat Minima for Domain Generalization With Large Learning Rates. - Jian Zhang 090; Lei Qi 001; Yinghuan Shi; Yang Gao 001 (IEEE Trans. Knowl. Data Eng., 2024)

Steady Progress Beats Stagnation: Mutual Aid of Foundation and Conventional Models in Mixed Domain Semi-Supervised Medical Image Segmentation. - Qinghe Ma; Jian Zhang 090; Zekun Li 010; Lei Qi 001; Qian Yu; Yinghuan Shi (CVPR, 2025)

Balanced Direction from Multifarious Choices: Arithmetic Meta-Learning for Domain Generalization. - Xiran Wang; Jian Zhang 090; Lei Qi 001; Yinghuan Shi (CVPR, 2025)

Taste More, Taste Better: Diverse Data and Strong Model Boost Semi-Supervised Crowd Counting. - Maochen Yang; Zekun Li 010; Jian Zhang 090; Lei Qi 001; Yinghuan Shi (CVPR, 2025)

Leveraging Flatness to Improve Information-Theoretic Generalization Bounds for SGD. - Ze Peng; Jian Zhang 090; Yisen Wang 001; Lei Qi 001; Yinghuan Shi; Yang Gao 001 (ICLR, 2025)

GA-SAM: Geometry-Aware SAM Adaptation with Sparse Annotation-Driven Point Cloud Completion. - Shumeng Li; Jian Zhang 090; Lei Qi 001; Yinghuan Shi (MICCAI (8), 2025)

Fusing Dual Encoders: Single-Source Domain Generalization with Extremely Few Annotations. - Ruofan Wang; Jintao Guo; Jian Zhang 090; Lei Qi 001; Yinghuan Shi (MICCAI (6), 2025)

Unleashing the Power of Intermediate Domains for Mixed Domain Semi-Supervised Medical Image Segmentation. - Qinghe Ma; Jian Zhang 090; Lei Qi 001; Qian Yu; Yinghuan Shi; Yang Gao 001 (CoRR, 2025)

Correspondence as Video: Test-Time Adaption on SAM2 for Reference Segmentation in the Wild. - Haoran Wang; Zekun Li 010; Jian Zhang 090; Lei Qi 001; Yinghuan Shi (CoRR, 2025)

Towards Perfection: Building Inter-component Mutual Correction for Retinex-based Low-light Image Enhancement. - Luyang Cao; Han Xu 001; Jian Zhang 090; Lei Qi 001; Jiayi Ma 001; Yinghuan Shi; Yang Gao 001 (CoRR, 2025)

Diversity-enhanced Collaborative Mamba for Semi-supervised Medical Image Segmentation. - Shumeng Li; Jian Zhang 090; Lei Qi 001; Luping Zhou; Yinghuan Shi; Yang Gao 001 (CoRR, 2025)

Mamba-Sea: A Mamba-Based Framework With Global-to-Local Sequence Augmentation for Generalizable Medical Image Segmentation. - Zihan Cheng; Jintao Guo; Jian Zhang 090; Lei Qi 001; Luping Zhou; Yinghuan Shi; Yang Gao 001 (IEEE Trans. Medical Imaging, 2025)

A hybrid dual-augmentation constraint framework for single-source domain generalization in medical image segmentation. - Ruofan Wang; Jintao Guo; Jian Zhang 090; Lei Qi 001; Qian Yu; Yinghuan Shi (Pattern Recognit., 2026)