论文发表
代表性论文：
Heran Yang, Wenbo Hua, Zongben Xu, Jian Sun*. Domain-generalized discrete diffusion model for cross-domain medical image segmentation. IEEE Transactions on Medical Imaging (TMI), 2025. （领域顶刊，1 区 TOP）
Heran Yang, Jian Sun*, Zongben Xu. Learning unified hyper-network for multi-modal MR image synthesis and tumor segmentation with missing modalities. IEEE Transactions on Medical Imaging (TMI), 2023. （领域顶刊，1 区 TOP）
Heran Yang, Jian Sun*, Aaron Carass, Can Zhao, Junghoon Lee, Jerry L Prince, Zongben Xu. Unsupervised MR-to-CT synthesis using structure-constrained cycleGAN. IEEE Transactions on Medical Imaging (TMI), 2020. （领域顶刊，1 区 TOP，谷歌学术被引 270 + 次）
Heran Yang, Jian Sun*, Huibin Li, Lisheng Wang, Zongben Xu. Neural multi-atlas label fusion: Application to cardiac MR images. Medical Image Analysis (MedIA), 2018. （领域顶刊，1 区 TOP）
Heran Yang, Jian Sun*, Huibin Li, Lisheng Wang, Zongben Xu. Deep fusion net for multi-atlas segmentation: Application to cardiac MR images. In MICCAI, 2016. （领域顶会，Oral Presentation）
主要论文：
Heran Yang, Wenbo Hua, Zongben Xu, Jian Sun*. Domain-generalized discrete diffusion model for cross-domain medical image segmentation. IEEE TMI, 2025. （领域顶刊，1 区 TOP）
Jiazhen Wang, Heran Yang, Yizhe Yang, Jian Sun*. MRI Motion Artifact Correction via Frequency-Assisted Artifact Disentanglement and Confidence-Guided Knowledge Distillation. In MICCAI, 2025. （领域顶会）
Yufei Luo, Heran Yang, Jian Sun*. Meta-learning of pseudo force field generation and estimation for enhancing 3D molecular property prediction. Pattern Recognition, 2025.
Wenbo Hua, Ruixia Cui, Heran Yang, Jingyao Zhang, Chang Liu*, Jian Sun*. Uncovering critical transitions and molecule mechanisms in disease progressions using Gaussian graphical optimal transport. Communications Biology, 2025.
Heran Yang, Jian Sun*, Zongben Xu. Learning unified hyper-network for multi-modal MR image synthesis and tumor segmentation with missing modalities. IEEE TMI, 2023. （领域顶刊，1 区 TOP）
Jiazhen Wang, Yan Yang, Heran Yang, Chunfeng Lian, Zongben Xu, Jian Sun*. MD-GraphFormer: A model-driven graph transformer for fast multi-contrast MR imaging. IEEE TCI, 2023.
Zechen Zhao, Heran Yang, Jian Sun*. Modality-adaptive feature interaction for brain tumor segmentation with missing modalities. In MICCAI, 2022. （领域顶会）
Heran Yang, Jian Sun*, Liwei Yang, Zongben Xu. A unified Hyper-GAN model for unpaired multi-contrast MR image translation. In MICCAI, 2021. （领域顶会）
Ruixia Cui, Wenbo Hua, Kai Qu, Heran Yang, Yingmu Tong, et al. An interpretable early dynamic sequential predictor for sepsis-induced coagulopathy progression in the real-world using machine learning. Frontiers in Medicine, 2021.
Heran Yang, Jian Sun*, Aaron Carass, Can Zhao, Junghoon Lee, Jerry L Prince, Zongben Xu. Unsupervised MR-to-CT synthesis using structure-constrained cycleGAN. IEEE TMI, 2020. （领域顶刊，1 区 TOP，谷歌学术被引 270 + 次）
Yan Yang, Na Wang, Heran Yang, Jian Sun*, Zongben Xu. Model-driven deep attention network for ultra-fast compressive sensing MRI guided by cross-contrast MR image. In MICCAI, 2020. （领域顶会）
Heran Yang, Jian Sun*, Huibin Li, Lisheng Wang, Zongben Xu. Neural multi-atlas label fusion: Application to cardiac MR images. MedIA, 2018. （领域顶刊，1 区 TOP）
Heran Yang*, Jian Sun, Aaron Carass, Can Zhao, Junghoon Lee, Zongben Xu, Jerry Prince. Unpaired brain MR-to-CT synthesis using a structure-constrained cycleGAN. In Deep Learning in Medical Image Analysis (DLMIA) in MICCAI, 2018. （领域顶会 Workshop，谷歌学术被引 270 + 次）
Heran Yang, Jian Sun*, Huibin Li, Lisheng Wang, Zongben Xu. Deep fusion net for multi-atlas segmentation: Application to cardiac MR images. In MICCAI, 2016. （领域顶会，Oral Presentation）
专利发表
杨鹤然, 孙剑, 花文博, 徐宗本. 一种基于离散扩散模型的跨域医学影像分割方法, 发明专利. (已授权)
杨鹤然, 孙剑, 徐宗本. 一种面向随机模态缺失的医学图像统一扩散生成方法, 发明专利. (待授权)
杨燕, 孙剑, 王娜, 杨鹤然, 徐宗本. 一种跨对比度引导的超快速核磁共振成像深度学习方法, 发明专利. (已授权)
杨燕, 王嘉珍, 孙剑, 杨鹤然, 练春锋, 徐宗本. 超快速的多对比度核磁共振联合成像深度学习方法, 发明专利. (待授权)
刘欢, 金超, 孙剑, 杨鹤然, 杨健. 一种基于多时间点CT影像分析的COVID-19预后评估方法及系统, 发明专利. (已授权)
刘欢, 刘思德, 孙剑, 张洁, 罗晓蓓, 杨鹤然, 顾春彩, 王羽嗣, 王云忠. 一种胶囊内窥镜最优体位组合寻优方法及系统, 发明专利. (待授权)