CDLRS: Collaborative Deep Learning Model with Joint Regression and Segmentation for Automatic Fovea Localization. - Ziyang Chen 003; Yongsheng Pan; Yong Xia 001 (OMIA@MICCAI, 2021)

Encoding Deep Residual Features into Fisher Vector for Skin Lesion Classification. - Hangyu Hu; Ziyang Chen 003; Yong Xia 001 (EMBC, 2022)

DeSD: Self-Supervised Learning with Deep Self-Distillation for 3D Medical Image Segmentation. - Yiwen Ye; Jianpeng Zhang; Ziyang Chen 003; Yong Xia 001 (MICCAI (4), 2022)

Treasure in Distribution: A Domain Randomization Based Multi-source Domain Generalization for 2D Medical Image Segmentation. - Ziyang Chen 003; Yongsheng Pan; Yiwen Ye; Hengfei Cui; Yong Xia 001 (MICCAI (4), 2023)

UniSeg: A Prompt-Driven Universal Segmentation Model as Well as A Strong Representation Learner. - Yiwen Ye; Yutong Xie 001; Jianpeng Zhang; Ziyang Chen 003; Yong Xia 001 (MICCAI (3), 2023)

Reconstruction-Driven Dynamic Refinement Based Unsupervised Domain Adaptation for Joint Optic Disc and Cup Segmentation. - Ziyang Chen 003; Yongsheng Pan; Yong Xia 001 (IEEE J. Biomed. Health Informatics, 2023)

Each Test Image Deserves A Specific Prompt: Continual Test-Time Adaptation for 2D Medical Image Segmentation. - Ziyang Chen 003; Yongsheng Pan; Yiwen Ye; Mengkang Lu; Yong Xia 001 (CVPR, 2024)

Continual Self-Supervised Learning: Towards Universal Multi-Modal Medical Data Representation Learning. - Yiwen Ye; Yutong Xie 001; Jianpeng Zhang; Ziyang Chen 003; Qi Wu 001; Yong Xia 001 (CVPR, 2024)

Reframing Universal Lesion Segmentation as a Large-Organ Lesion Segmentation Task. - Xiaoyu Bai; Ziyang Chen 003; Shaoteng Zhang; Qin Liu; Xing Liu; Yong Xia 001 (FLARE@MICCAI, 2024)

Rethinking nnU-Net for Cross-Modality Unsupervised Domain Adaptation in Abdominal Organ Segmentation. - Ziyang Chen 003; Xiaoyu Bai; Zhisong Wang; Yiwen Ye; Yongsheng Pan; Yong Xia 001 (FLARE@MICCAI, 2024)

DyNo: Dynamic Normalization based Test-Time Adaptation for 2D Medical Image Segmentation. - Yihang Fu; Ziyang Chen 003; Yiwen Ye; Yong Xia 001 (MLMI@MICCAI (1), 2024)

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 Rokuss; Ziyan Huang; Jin Ye 002; Junjun He; et al. (NeurIPS, 2024)

From Few to More: Scribble-based Medical Image Segmentation via Masked Context Modeling and Continuous Pseudo Labels. - Zhisong Wang; Yiwen Ye; Ziyang Chen 003; Minglei Shu; Yong Xia 001 (CoRR, 2024)

Pre-training Everywhere: Parameter-Efficient Fine-Tuning for Medical Image Analysis via Target Parameter Pre-training. - Xingliang Lei; Yiwen Ye; Ziyang Chen 003; Minglei Shu; Yong Xia 001 (CoRR, 2024)

MedUniSeg: 2D and 3D Medical Image Segmentation via a Prompt-driven Universal Model. - Yiwen Ye; Ziyang Chen 003; Jianpeng Zhang; Yutong Xie 001; Yong Xia 001 (CoRR, 2024)

Day-Night Adaptation: An Innovative Source-free Adaptation Framework for Medical Image Segmentation. - Ziyang Chen 003; Yiwen Ye; Yongsheng Pan; Yong Xia 001 (CoRR, 2024)

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 Rokuss; Ziyan Huang; Jin Ye 002; Junjun He; et al. (CoRR, 2024)

CoSAM: Self-Correcting SAM for Domain Generalization in 2D Medical Image Segmentation. - Yihang Fu; Ziyang Chen 003; Yiwen Ye; Xingliang Lei; Zhisong Wang; Yong Xia 001 (CoRR, 2024)

Meta Curvature-Aware Minimization for Domain Generalization. - Ziyang Chen 003; Yiwen Ye; Feilong Tang; Yongsheng Pan; Yong Xia 001 (CoRR, 2024)

TriLA: Triple-Level Alignment Based Unsupervised Domain Adaptation for Joint Segmentation of Optic Disc and Optic Cup. - Ziyang Chen 003; Yongsheng Pan; Yiwen Ye; Zhiyong Wang 001; Yong Xia 001 (IEEE J. Biomed. Health Informatics, 2024)

Gradient Alignment Improves Test-Time Adaptation for Medical Image Segmentation. - Ziyang Chen 003; Yiwen Ye; Yongsheng Pan; Yong Xia 001 (AAAI, 2025)

Seeing Far and Clearly: Mitigating Hallucinations in MLLMs with Attention Causal Decoding. - Feilong Tang; Chengzhi Liu; Zhongxing Xu; Ming Hu; Zile Huang; Haochen Xue; Ziyang Chen 003; Zelin Peng; Zhiwei Yang; Sijin Zhou; Wenxue Li; Yulong Li; et al. (CVPR, 2025)

SegRap2023: A benchmark of organs-at-risk and gross tumor volume Segmentation for Radiotherapy Planning of Nasopharyngeal Carcinoma. - Xiangde Luo; Jia Fu; Yunxin Zhong; Shuolin Liu; Bing Han; Mehdi Astaraki; Simone Bendazzoli; Iuliana Toma-Dasu; Yiwen Ye; Ziyang Chen 003; Yong Xia 001; Yanzhou Su; et al. (Medical Image Anal., 2025)

CADS: A Self-Supervised Learner via Cross-Modal Alignment and Deep Self-Distillation for CT Volume Segmentation. - Yiwen Ye; Jianpeng Zhang; Ziyang Chen 003; Yong Xia 001 (IEEE Trans. Medical Imaging, 2025)

Enjoying Information Dividend: Gaze Track-based Medical Weakly Supervised Segmentation. - Zhisong Wang; Yiwen Ye; Ziyang Chen 003; Yong Xia 001 (CoRR, 2025)