Generalizing Deep Models for Ultrasound Image Segmentation. - Xin Yang 009; Haoran Dou; Ran Li; Xu Wang 017; Cheng Bian; Shengli Li 001; Dong Ni 001; Pheng-Ann Heng (MICCAI (4), 2018)

Joint Segmentation and Landmark Localization of Fetal Femur in Ultrasound Volumes. - Xu Wang 017; Xin Yang 009; Haoran Dou; Shengli Li 001; Pheng-Ann Heng; Dong Ni 001 (BHI, 2019)

FetusMap: Fetal Pose Estimation in 3D Ultrasound. - Xin Yang 009; Wenlong Shi; Haoran Dou; Jikuan Qian; Yi Wang 031; Wufeng Xue; Shengli Li 001; Dong Ni 001; Pheng-Ann Heng (MICCAI (5), 2019)

Agent with Warm Start and Active Termination for Plane Localization in 3D Ultrasound. - Haoran Dou; Xin Yang 009; Jikuan Qian; Wufeng Xue; Hao Qin; Xu Wang 017; Lequan Yu; Shujun Wang; Yi Xiong 001; Pheng-Ann Heng; Dong Ni 001 (MICCAI (5), 2019)

Deep Attentive Features for Prostate Segmentation in 3D Transrectal Ultrasound. - Yi Wang 031; Dong Ni 001; Haoran Dou; Xiaowei Hu 001; Lei Zhu 003; Xin Yang 009; Ming Xu; Jing Qin 001; Pheng-Ann Heng; Tianfu Wang 001 (IEEE Trans. Medical Imaging, 2019)

Synthesis and Edition of Ultrasound Images via Sketch Guided Progressive Growing GANS. - Jiamin Liang; Xin Yang 009; Haoming Li 008; Yi Wang 031; Manh The Van; Haoran Dou; Chaoyu Chen; Jinghui Fang; Xiaowen Liang; Zixin Mai; Guowen Zhu; Zhiyi Chen; et al. (ISBI, 2020)

Remove Appearance Shift for Ultrasound Image Segmentation via Fast and Universal Style Transfer. - Zhendong Liu; Xin Yang 009; Rui Gao; Shengfeng Liu; Haoran Dou; Shuangchi He; Yuhao Huang 001; Yankai Huang; Huanjia Luo; Yuanji Zhang; Yi Xiong 001; Dong Ni 001 (ISBI, 2020)

Searching Collaborative Agents for Multi-plane Localization in 3D Ultrasound. - Yuhao Huang 001; Xin Yang 009; Rui Li 038; Jikuan Qian; Xiaoqiong Huang; Wenlong Shi; Haoran Dou; Chaoyu Chen; Yuanji Zhang; Huanjia Luo; Alejandro Frangi; Yi Xiong 001; et al. (MICCAI (3), 2020)

Contrastive Rendering for Ultrasound Image Segmentation. - Haoming Li 008; Xin Yang 009; Jiamin Liang; Wenlong Shi; Chaoyu Chen; Haoran Dou; Rui Li 038; Rui Gao; Guangquan Zhou; Jinghui Fang; Xiaowen Liang; Ruobing Huang; et al. (MICCAI (3), 2020)

Bridge Segmentation Performance Gap Via Evolving Shape Prior. - Chaoyu Chen; Xin Yang 009; Haoran Dou; Ruobing Huang; Xiaoqiong Huang; Xu Wang 017; Chong Duan; Shengli Li 001; Wufeng Xue; Pheng-Ann Heng; Dong Ni 001 (IEEE Access, 2020)

Semi-supervised segmentation of lesion from breast ultrasound images with attentional generative adversarial network. - Luyi Han; Yunzhi Huang; Haoran Dou; Shuai Wang; Sahar Ahamad; Honghao Luo; Qi Liu 046; Jingfan Fan; Jiang Zhang (Comput. Methods Programs Biomed., 2020)

Hybrid attention for automatic segmentation of whole fetal head in prenatal ultrasound volumes. - Xin Yang 009; Xu Wang 017; Yi Wang 031; Haoran Dou; Shengli Li 001; Huaxuan Wen; Yi Lin; Pheng-Ann Heng; Dong Ni 001 (Comput. Methods Programs Biomed., 2020)

Deep learning with noisy labels: Exploring techniques and remedies in medical image analysis. - Davood Karimi; Haoran Dou; Simon K. Warfield; Ali Gholipour (Medical Image Anal., 2020)

Social exclusion influences conditioned fear acquisition and generalization: A mediating effect from the medial prefrontal cortex. - Haoran Dou; Yi Lei; Xiaojun Cheng; Jinxia Wang; Paavo H. T. Leppänen (NeuroImage, 2020)

Deformable Registration of Brain MR Images via a Hybrid Loss. - Luyi Han; Haoran Dou; Yunzhi Huang; Pew-Thian Yap (MIDOG/MOOD/Learn2Reg@MICCAI, 2021)

Flip Learning: Erase to Segment. - Yuhao Huang 001; Xin Yang 009; Yuxin Zou; Chaoyu Chen; Jian Wang 099; Haoran Dou; Nishant Ravikumar; Alejandro F. Frangi; Jianqiao Zhou; Dong Ni 001 (MICCAI (1), 2021)

AW3M: An auto-weighting and recovery framework for breast cancer diagnosis using multi-modal ultrasound. - Ruobing Huang; Zehui Lin; Haoran Dou; Jian Wang 099; Juzheng Miao; Guangquan Zhou; Xiaohong Jia 003; Wenwen Xu; Zihan Mei; Yijie Dong; Xin Yang 009; Jianqiao Zhou; et al. (Medical Image Anal., 2021)

Searching collaborative agents for multi-plane localization in 3D ultrasound. - Xin Yang 009; Yuhao Huang 001; Ruobing Huang; Haoran Dou; Rui Li 038; Jikuan Qian; Xiaoqiong Huang; Wenlong Shi; Chaoyu Chen; Yuanji Zhang; Haixia Wang; Yi Xiong 001; et al. (Medical Image Anal., 2021)

A Deep Attentive Convolutional Neural Network for Automatic Cortical Plate Segmentation in Fetal MRI. - Haoran Dou; Davood Karimi; Caitlin K. Rollins; Cynthia M. Ortinau; Lana Vasung; Clemente Velasco-Annis; Abdelhakim Ouaalam; Xin Yang 009; Dong Ni 001; Ali Gholipour (IEEE Trans. Medical Imaging, 2021)

Agent With Warm Start and Adaptive Dynamic Termination for Plane Localization in 3D Ultrasound. - Xin Yang 009; Haoran Dou; Ruobing Huang; Wufeng Xue; Yuhao Huang 001; Jikuan Qian; Yuanji Zhang; Huanjia Luo; Huizhi Guo; Tianfu Wang 001; Yi Xiong 001; Dong Ni 001 (IEEE Trans. Medical Imaging, 2021)

Localizing the Recurrent Laryngeal Nerve via Ultrasound with a Bayesian Shape Framework. - Haoran Dou; Luyi Han; Yushuang He; Jun Xu 005; Nishant Ravikumar; Ritse Mann; Alejandro F. Frangi; Pew-Thian Yap; Yunzhi Huang (MICCAI (4), 2022)

Online Reflective Learning for Robust Medical Image Segmentation. - Yuhao Huang 001; Xin Yang 009; Xiaoqiong Huang; Jiamin Liang; Xinrui Zhou; Cheng Chen 013; Haoran Dou; Xindi Hu; Yan Cao 002; Dong Ni 001 (MICCAI (8), 2022)

Agent with Tangent-Based Formulation and Anatomical Perception for Standard Plane Localization in 3D Ultrasound. - Yuxin Zou; Haoran Dou; Yuhao Huang 001; Xin Yang 009; Jikuan Qian; Chaojiong Zhen; Xiaodan Ji; Nishant Ravikumar; Guoqiang Chen; Weijun Huang; Alejandro F. Frangi; Dong Ni 001 (MICCAI (4), 2022)

Medical Image Segmentation Using Transformer Networks. - Davood Karimi; Haoran Dou; Ali Gholipour (IEEE Access, 2022)

A Generative Shape Compositional Framework: Towards Representative Populations of Virtual Heart Chimaeras. - Haoran Dou; Seppo Virtanen; Nishant Ravikumar; Alejandro F. Frangi (CoRR, 2022)

Boundary-rendering network for breast lesion segmentation in ultrasound images. - Ruobing Huang; Mingrong Lin; Haoran Dou; Zehui Lin; Qilong Ying; Xiaohong Jia 003; Wenwen Xu; Zihan Mei; Xin Yang 009; Yijie Dong; Jianqiao Zhou; Dong Ni 001 (Medical Image Anal., 2022)

Learned Local Attention Maps for Synthesising Vessel Segmentations from T2 MRI. - Yash Deo; Rodrigo Bonazzola; Haoran Dou; Yan Xia 002; Tianyou Wei; Nishant Ravikumar; Alejandro F. Frangi; Toni Lassila (SASHIMI@MICCAI, 2023)

Shape-Guided Conditional Latent Diffusion Models for Synthesising Brain Vasculature. - Yash Deo; Haoran Dou; Nishant Ravikumar; Alejandro F. Frangi; Toni Lassila (DGM4MICCAI, 2023)

GSMorph: Gradient Surgery for Cine-MRI Cardiac Deformable Registration. - Haoran Dou; Ning Bi; Luyi Han; Yuhao Huang 001; Ritse Mann; Xin Yang 009; Dong Ni 001; Nishant Ravikumar; Alejandro F. Frangi; Yunzhi Huang (MICCAI (10), 2023)

A Conditional Flow Variational Autoencoder for Controllable Synthesis of Virtual Populations of Anatomy. - Haoran Dou; Nishant Ravikumar; Alejandro F. Frangi (MICCAI (7), 2023)

An Explainable Deep Framework: Towards Task-Specific Fusion for Multi-to-One MRI Synthesis. - Luyi Han; Tianyu Zhang 006; Yunzhi Huang; Haoran Dou; Xin Wang 121; Yuan Gao; Chunyao Lu; Tao Tan 002; Ritse Mann (MICCAI (10), 2023)

Fourier Test-Time Adaptation with Multi-level Consistency for Robust Classification. - Yuhao Huang 001; Xin Yang 009; Xiaoqiong Huang; Xinrui Zhou; Haozhe Chi; Haoran Dou; Xindi Hu; Jian Wang 099; Xuedong Deng; Dong Ni 001 (MICCAI (3), 2023)

Learned Local Attention Maps for Synthesising Vessel Segmentations. - Yash Deo; Rodrigo Bonazzola; Haoran Dou; Yan Xia 002; Tianyou Wei; Nishant Ravikumar; Alejandro F. Frangi; Toni Lassila (CoRR, 2023)

RecON: Online learning for sensorless freehand 3D ultrasound reconstruction. - Mingyuan Luo; Xin Yang 009; Hongzhang Wang; Haoran Dou; Xindi Hu; Yuhao Huang 001; Nishant Ravikumar; Songcheng Xu; Yuanji Zhang; Yi Xiong 001; Wufeng Xue; Alejandro F. Frangi; et al. (Medical Image Anal., 2023)

Test-time bi-directional adaptation between image and model for robust segmentation. - Xiaoqiong Huang; Xin Yang 009; Haoran Dou; Yuhao Huang 001; Li Zhang 041; Zhendong Liu; Zhongnuo Yan; Lian Liu; Yuxin Zou; Xindi Hu; Rui Gao; Yuanji Zhang; et al. (Comput. Methods Programs Biomed., 2023)

Synthesising 3D Cardiac CINE-MR Images and Corresponding Segmentation Masks using a Latent Diffusion Model. - Nina Cheng; Zhengji Liu; Yash Deo; Haoran Dou; Ning Bi; Kun Wu; Fengming Lin; Zeike A. Taylor; Nishant Ravikumar; Alejandro F. Frangi (ISBI, 2024)

Few-Shot Learning in Diffusion Models for Generating Cerebral Aneurysm Geometries. - Yash Deo; Fengming Lin; Haoran Dou; Nina Cheng; Nishant Ravikumar; Alejandro F. Frangi; Toni Lassila (ISBI, 2024)

Unsupervised Domain Adaptation for Brain Vessel Segmentation Through Transwarp Contrastive Learning. - Fengming Lin; Yan Xia 002; Yash Deo; Michael MacRaild; Haoran Dou; Qiongyao Liu; Kun Wu; Nishant Ravikumar; Alejandro F. Frangi (ISBI, 2024)

GS-EMA: Integrating Gradient Surgery Exponential Moving Average with Boundary-Aware Contrastive Learning for Enhanced Domain Generalization in Aneurysm Segmentation. - Fengming Lin; Yan Xia 002; Michael MacRaild; Yash Deo; Haoran Dou; Qiongyao Liu; Nina Cheng; Nishant Ravikumar; Alejandro F. Frangi (ISBI, 2024)

Non-adversarial Learning: Vector-Quantized Common Latent Space for Multi-sequence MRI. - Luyi Han; Tao Tan 002; Tianyu Zhang 006; Xin Wang 121; Yuan Gao; Chunyao Lu; Xinglong Liang; Haoran Dou; Yunzhi Huang; Ritse Mann (MICCAI (11), 2024)

HeartBeat: Towards Controllable Echocardiography Video Synthesis with Multimodal Conditions-Guided Diffusion Models. - Xinrui Zhou; Yuhao Huang 001; Wufeng Xue; Haoran Dou; Jun Cheng 006; Han Zhou; Dong Ni 001 (MICCAI (7), 2024)

Robust Box Prompt Based SAM for Medical Image Segmentation. - Yuhao Huang 001; Xin Yang 009; Han Zhou; Yan Cao 002; Haoran Dou; Fajin Dong; Dong Ni 001 (MLMI@MICCAI (2), 2024)

Ctrl-GenAug: Controllable Generative Augmentation for Medical Sequence Classification. - Xinrui Zhou; Yuhao Huang 001; Haoran Dou; Shijing Chen; Ao Chang; Jia Liu; Weiran Long; Jian Zheng; Erjiao Xu; Jie Ren; Ruobing Huang; Jun Cheng 006; et al. (CoRR, 2024)

MTCNet: Motion and Topology Consistency Guided Learning for Mitral Valve Segmentation in 4D Ultrasound. - Rusi Chen; Yuanting Yang; Jiezhi Yao; Hongning Song; Ji Zhang; Yongsong Zhou; Yuhao Huang 001; Ronghao Yang; Dan Jia; Yuhan Zhang; Xing Tao; Haoran Dou; et al. (MICCAI (3), 2025)

4D CardioSynth: Synthesising Dynamic Virtual Heart Populations Through Spatiotemporal Disentanglement. - Haoran Dou; Jinghan Huang 003; Arezoo Zakeri; Zherui Zhou; Tingting Mu; Jinming Duan 001; Alejandro F. Frangi (MICCAI (3), 2025)

Uncertainty-Aware Diffusion and Reinforcement Learning for Joint Plane Localization and Anomaly Diagnosis in 3D Ultrasound. - Yuhao Huang 001; Yueyue Xu; Haoran Dou; Jiaxiao Deng; Xin Yang 009; Hongyu Zheng; Dong Ni 001 (MICCAI (4), 2025)

UltraTwin: Towards Cardiac Anatomical Twin Generation from Multi-view 2D Ultrasound. - Junxuan Yu; Yaofei Duan; Yuhao Huang 001; Yu Wang; Rongbo Ling; Weihao Luo; Ang Zhang; Jingxian Xu; Qiongying Ni; Yongsong Zhou; Binghan Li; Haoran Dou; et al. (MICCAI (16), 2025)

Standard plane localization using denoising diffusion model with multi-scale guidance. - Haoran Dou; Yuhao Huang 001; Yunzhi Huang; Xin Yang 009; Chaojiong Zhen; Yuanji Zhang; Yi Xiong 001; Weijun Huang; Dong Ni 001 (Comput. Methods Programs Biomed., 2025)

Symmetric deformable registration of multimodal brain magnetic resonance images via appearance residuals. - Yunzhi Huang; Luyi Han; Haoran Dou; Sahar Ahmad; Pew-Thian Yap (Comput. Methods Programs Biomed., 2025)

Integrating behavioral and neurophysiological insights: High trait anxiety enhances observational fear learning. - Xianchao Ming; Ganzhong Luo; Jinxia Wang; Haoran Dou; Hong Li; Yi Lei (NeuroImage, 2025)

Generative feature style augmentation for domain generalization in medical image segmentation. - Yunzhi Huang; Luyi Han; Haoran Dou (Pattern Recognit., 2025)

Flip Learning: Weakly Supervised Erase to Segment Nodules in Breast Ultrasound. - Yuhao Huang 001; Ao Chang; Haoran Dou; Xing Tao; Xinrui Zhou; Yan Cao 002; Ruobing Huang; Alejandro F. Frangi; Lingyun Bao; Xin Yang 009; Dong Ni 001 (CoRR, 2025)

A Generative Shape Compositional Framework to Synthesize Populations of Virtual Chimeras. - Haoran Dou; Seppo Virtanen; Nishant Ravikumar; Alejandro F. Frangi (IEEE Trans. Neural Networks Learn. Syst., 2025)

From Pixels to Polygons: A Survey of Deep Learning Approaches for Medical Image-to-Mesh Reconstruction. - Fengming Lin; Arezoo Zakeri; Yidan Xue; Michael MacRaild; Haoran Dou; Zherui Zhou; Ziwei Zou; Ali Sarrami-Foroushani; Jinming Duan 001; Alejandro F. Frangi (CoRR, 2025)

UltraTwin: Towards Cardiac Anatomical Twin Generation from Multi-view 2D Ultrasound. - Junxuan Yu; Yaofei Duan; Yuhao Huang 001; Yuchen Wang; Rongbo Ling; Weihao Luo; Ang Zhang; Jingxian Xu; Qiongying Ni; Yongsong Zhou; Binghan Li; Haoran Dou; et al. (CoRR, 2025)

MTCNet: Motion and Topology Consistency Guided Learning for Mitral Valve Segmentationin 4D Ultrasound. - Rusi Chen; Yuanting Yang; Jiezhi Yao; Hongning Song; Ji Zhang; Yongsong Zhou; Yuhao Huang 001; Ronghao Yang; Dan Jia; Yuhan Zhang; Xing Tao; Haoran Dou; et al. (CoRR, 2025)

An Efficient Model-Driven Groupwise Approach for Atlas Construction. - Ziwei Zou; Beiji Zou 001; Xiaoyan Kui; Wenqi Lu 001; Haoran Dou; Arezoo Zakeri; Timothy Cootes; Alejandro F. Frangi; Jinming Duan 001 (CoRR, 2025)