Yuhao Huang

[1] School of Biomedical Engineering, Health Science Center, Shenzhen University, China.
[2] Medical Ultrasound Image Computing (MUSIC) Lab, Shenzhen University, China.
[3] Marshall Laboratory of Biomedical Engineering, Shenzhen University, China.

Email: yuhoo0302@gmail.com

Google Scholar / GitHub

Introduction

I am currently a Ph.D. student in MUSIC Lab at School of Biomedical Engineering, Health Science Center, Shenzhen University, supervised by Prof. Dong Ni and Dr. Xin Yang.

My research interest is medical image computing. Specifically, I mainly focus on Reinforcement Learning in medical image analysis and robust deep learning model.

News

[01/2024] One paper about foundation model for moving medical object segmentation was accepted by IEEE ISBI 2024.
[12/2023] Our work about evaluating SAM on large medical image datasets was accepted by MedIA.
[10/2023] Our work on fetal pose estimation in 3D ultrasound was accepted by MedIA.
[08/2023] One paper about Interactive Medical Image Segmentation was accepted by MICCAI MLMI workshop.
[07/2023] One paper about 3D freehand reconstruction was accepted by MedIA.
[05/2023] Three papers were early accepted by MICCAI 2023 (about registration, model robustness and transformer-based video classification).
[05/2023] We evaluated the Segment Anything Model on a large medical dataset (16 modalities, 68 objects, and 553K slices). The 23-page report was submitted to Arxiv.
[04/2023] Our MICCAI extension paper about sensorless freehand 3D ultrasound reconstruction was accepted by Medical Image Analysis.
[03/2023] One paper about test-time bi-directional adaptation for robust medical segmentation was accepted by Computer Methods and Programs in Biomedicine (CMPB).
[12/2022] One paper about deep learning-based carotid plaque diagnosis was accepted by European Radiology.
[04/2022] There papers about robustness, ultrasound video synthesis and RL-based plane localization were accepted by MICCAI 2022 (two early accepted).
[04/2022] Our work on GAN-based COVID-19, Hip Joint and Ovray ultrasound image synthesis was accepted by Medical Image Analysis.
[04/2022] Our work about NAS for Echinococcosis Classification and Ovary Segmentation in ultrasound was accepted by Expert Systems With Application.
[06/2021] Two papers about weakly-supervised segmentation and 3D freehand reconstruction were accepted by MICCAI 2021 (one early accepted).
[06/2021] Our paper on segmentation, detection and measurement of infant developmental dysplasia of the hip (DDH) was accepted by IEEE JBHI.
[05/2021] Our MICCAI extension paper about searching RL via NAS for multi-plane detection was accepted by Medical Image Analysis.
[05/2021] Our paper on meta-learning for landmark detection was accepted by IEEE JBHI.
[03/2021] Our MICCAI extension study on Reinforcement Learning based 3D plane localization was accepted by IEEE TMI.
[05/2020] Two papers about plane localization in 3D ultrasound and multi-modal classification were accepted by MICCAI 2020 (one early accepted).
[01/2020] Two papers about style transfer based robust ultrasound image segmentation and 3D ultrasound detection were accepted by ISBI 2020.
[09/2019] I started my postgraduate life in MUSIC Lab at School of Biomedical Engineering, Health Science Center, Shenzhen University, supervised by Prof. Dong Ni.
[06/2019] I received my B.S. [Applied Statistics, School of Applied Mathematics, Guangdong University of Technology].

Publications

*/2024/*
	A Foundation Model for General Moving Object Segmentation in Medical Images Zhongnuo Yan, Tong Han, Yuhao Huang, Lian Liu, Han Zhou, Jiongquan Chen, Wenlong Shi, Yan Cao, Xin Yang and Dong Ni IEEE ISBI, 2024. [paper][code]
*/2023/*
	Segment Anything Model for Medical Images? Yuhao Huang, Xin Yang, Lian Liu, Han Zhou, Ao Chang, Xinrui Zhou, Rusi Chen, Junxuan Yu, Jiongquan Chen, Chaoyu Chen, Sijing Liu, Haozhe Chi, Xindi Hu, Kejuan Yue, Lei Li, Vicente Grau, Deng-Ping Fan, Fajin Dong and Dong Ni Medical Image Analysis, 2023. [paper][code]
	FetusMapV2: Enhanced fetal pose estimation in 3D ultrasound Chaoyu Chen, Xin Yang, Yuhao Huang, Wenlong Shi, Yan Cao, Mingyuan Luo, Xindi Hu, Lei Zhu, Lequan Yu, Kejuan Yue, Yuanji Zhang, Yi Xiong, Dong Ni and Weijun Huang Medical Image Analysis, 2023. [paper]
	GSMorph: Gradient Surgery for cine-MRI Cardiac Deformable Registration Haoran Dou, Ning Bi, Luyi Han, Yuhao Huang, Ritse Mann, Xin Yang, Dong Ni, Nishant Ravikumar, Alejandro F Frangi, Yunzhi Huang. MICCAI, 2023. [paper]
	Fourier Test-time Adaptation with Multi-level Consistency for Robust Classification Yuhao Huang, Xin Yang, Xiaoqiong Huang, Xinrui Zhou, Haozhe Chi, Haoran Dou, Xindi Hu, Jian Wang, Xuedong Deng and Dong Ni. MICCAI, 2023. [paper]
	Inflated 3D Convolution-Transformer for Weakly-supervised Carotid Stenosis Grading with Ultrasound Videos Xinrui Zhou, Yuhao Huang, Wufeng Xue, Xin Yang, Yuxin Zou, Qilong Ying, Yuanji Zhang, Jia Liu, Jie Ren and Dong Ni MICCAI, 2023. [paper]
	RecON: Online learning for sensorless freehand 3D ultrasound reconstruction Mingyuan Luo, Xin Yang, Hongzhang Wang, Haoran Dou, Xindi Hu, Yuhao Huang, Nishant Ravikumar, Songcheng Xu, Yuanji Zhang, Yi Xiong, Wufeng Xue, Alejandro F Frangi, Dong Ni and Litao Sun. Medical Image Analysis, 2023. [paper]
	Test-time bi-directional adaptation between image and model for robust segmentation Xiaoqiong Huang, Xin Yang, Haoran Dou, Yuhao Huang, Li Zhang, Zhendong Liu, Zhongnuo Yan, Lian Liu, Yuxin Zou, Xindi Hu, Rui Gao, Yuanji Zhang, Yi Xiong, Wufeng Xue and Dong Ni. CMPB, 2023. [paper]
*/2022/*
	Deep learning based on carotid transverse B-mode scan videos for the diagnosis of carotid plaque: a prospective multicenter study Jia Liu, Xinrui Zhou, Hui Lin, Xue Lu, Jian Zheng, Erjiao Xu, Dianhu Jiang, Hui Zhang, Xin Yang, Junlin Zhong, Xindi Hu, Yuhao Huang, Yanling Zhang, Jiamin Liang, Qin Liu, Min Zhong, Yuansen Chen, Huixiang Yan, Haowen Deng, Rongqin Zheng, Dong Ni and Jie Ren. European Radiology, 2022. [paper]
	Online Reflective Learning for Robust Medical Image Segmentation Yuhao Huang, Xin Yang, Xiaoqiong Huang, Jiamin Liang, Xinrui Zhou, Cheng Chen, Haoran Dou, Xindi Hu, Yan Cao and Dong Ni. MICCAI, 2022. [paper]
	Agent with Tangent-based Formulation and Anatomical Perception for Standard Plane Localization in 3D US Yuxin Zou, Haoran Dou, Yuhao Huang, Xin Yang, Jikuan Qian, Weijun Huang, Guoqiang Chen, Chaojiong Zhen, Xiaodan Ji, Nishant Ravikumar,Alejandro F Frangi and Dong Ni. MICCAI, 2022. [paper]
	Weakly-supervised High-fidelity Ultrasound Video Synthesis with Feature Decoupling Jiamin Liang, Xin Yang, Yuhao Huang, Kai Liu, Xinrui Zhou, Xindi Hu, Zehui Lin, Huanjia Luo, Yuanji Zhang, Yi Xiong and Dong Ni. MICCAI, 2022. [paper]
	Sketch guided and progressive growing GAN for realistic and editable ultrasound image synthesis Jiamin Liang, Xin Yang, Yuhao Huang, Haoming Li, Shuangchi He, Xindi Hu, Zejian Chen, Wufeng Xue, Jun Cheng and Dong Ni. Medical Image Analysis, 2022. [paper]
	HASA: Hybrid Architecture Search with Aggregation Strategy for Echinococcosis Classification and Ovary Segmentation in Ultrasound Images Jikuan Qian, Rui Li, Xin Yang, Yuhao Huang, Mingyuan Luo, Zehui Lin, Wenhui Hong, Ruobing Huang, Haining Fan, Dong Ni and Jun Cheng. Expert Systems With Application, 2022. [paper]
*/2021/*
	Flip Learning: Erase to Segment Yuhao Huang, Xin Yang, Yuxin Zou, Chaoyu Chen, Jian Wang, Haoran Dou, Nishant Ravikumar, Alejandro Frangi, Jianqiao Zhou and Dong Ni. MICCAI, 2021. [paper]
	Self Context and Shape Prior for Sensorless Freehand 3D Ultrasound Reconstruction Mingyuan Luo, Xin Yang, Xiaoqiong Huang, Yuhao Huang, Yuxin Zou, Xindi Hu, Nishant Ravikumar, Alejandro Frangi and Dong Ni. MICCAI, 2021. [paper]
	Joint Landmark and Structure Learning for Automatic Evaluation of Developmental Dysplasia of the Hip Xindi Hu, Limin Wang, Xin Yang, Xu Zhou, Wufeng Xue, Shengfeng Liu, Yan Cao, Yuhao Huang, Shuangping Guo, Ning Shang, Dong Ni, and Ning Gu. IEEE JBHI, 2021. [paper]
	Searching Collaborative Agents for Multi-plane Localization in 3D Ultrasound Xin Yang, Yuhao Huang, Ruobing Huang, Haoran Dou, Rui Li, Jikuan Qian, Xiaoqiong Huang, Wenlong Shi, Chaoyu Chen, Yuanji Zhang, Haixia Wang, Yi Xiong, Dong Ni. Medical Image Analysis, 2021. [MedIA version][Arxiv version]
	Learn Fine-grained Adaptive Loss for Multiple Anatomical Landmark Detection in Medical Images Guangquan Zhou, Juzheng Miao, Xin Yang, Rui Li, En-Ze Huo, Wenlong Shi, Yuhao Huang, Jikuan Qian, Chaoyu Chen, Dong Ni. IEEE JBHI*, 2021. [paper]
	Agent with Warm Start and Adaptive Dynamic Termination for Plane Localization in 3D Ultrasound Xin Yang, Haoran Dou, Ruobing Huang, Wufeng Xue, Yuhao Huang, Jikuan Qian, Yuanji Zhang, Huanjia Luo, Huizhi Guo, Tianfu Wang, Yi Xiong, Dong Ni. IEEE TMI, 2021. [paper] [code]
*/2020/*
	Searching Collaborative Agents for Multi-plane Localization in 3D Ultrasound Yuhao Huang, Xin Yang, Rui Li, Jikuan Qian, Xiaoqiong Huang, Wenlong Shi, Haoran Dou, Chaoyu Chen, Yuanji Zhang, Huanjia Luo, Alejandro Frangi, Yi Xiong, Dong Ni. MICCAI, 2020. [MICCAI version][Arxiv version]
	Auto-weighting for Breast Cancer Classification in Multimodal Ultrasound Jian Wang, Juzheng Miao, Xin Yang, Li Rui, Zhou Guangquan, Yuhao Huang, Zehui Lin, Wufeng Xue, Xiaohong Jia, Jianqiao Zhou, Ruobing Huang, Dong Ni. MICCAI, 2020. [MICCAI version][Arxiv version]
	Region Proposal Network with Graph Prior and IoU-Balance Loss for Landmark Detection in 3D Ultrasound Chaoyu Chen, Xin Yang, Ruobing Huang, Wenlong Shi, Shengfeng Liu, Mingrong Lin, Yuhao Huang, Yong Yang, Yuanji Zhang, Huanjia Luo, Yankai Huang, Yi Xiong, Dong Ni. IEEE ISBI, 2020. [paper]
	Remove Appearance Shift for Ultrasound Image Segmentation via Fast and Universal Style Transfer. Liu Zhendong, Xin Yang, Rui Gao, Shengfeng Liu, Haoran Dou, Shuangchi He, Yuhao Huang, Yankai Huang, Huanjia Luo, Yuanji Zhang, Yi Xiong, Dong Ni. IEEE ISBI, 2020. [paper]

*/2024/*
	A Foundation Model for General Moving Object Segmentation in Medical Images Zhongnuo Yan, Tong Han, Yuhao Huang, Lian Liu, Han Zhou, Jiongquan Chen, Wenlong Shi, Yan Cao, Xin Yang and Dong Ni IEEE ISBI, 2024. [paper][code]
*/2023/*
	Segment Anything Model for Medical Images? Yuhao Huang, Xin Yang, Lian Liu, Han Zhou, Ao Chang, Xinrui Zhou, Rusi Chen, Junxuan Yu, Jiongquan Chen, Chaoyu Chen, Sijing Liu, Haozhe Chi, Xindi Hu, Kejuan Yue, Lei Li, Vicente Grau, Deng-Ping Fan, Fajin Dong and Dong Ni Medical Image Analysis, 2023. [paper][code]
	FetusMapV2: Enhanced fetal pose estimation in 3D ultrasound Chaoyu Chen, Xin Yang, Yuhao Huang, Wenlong Shi, Yan Cao, Mingyuan Luo, Xindi Hu, Lei Zhu, Lequan Yu, Kejuan Yue, Yuanji Zhang, Yi Xiong, Dong Ni and Weijun Huang Medical Image Analysis, 2023. [paper]
	GSMorph: Gradient Surgery for cine-MRI Cardiac Deformable Registration Haoran Dou, Ning Bi, Luyi Han, Yuhao Huang, Ritse Mann, Xin Yang, Dong Ni, Nishant Ravikumar, Alejandro F Frangi, Yunzhi Huang. MICCAI, 2023. [paper]
	Fourier Test-time Adaptation with Multi-level Consistency for Robust Classification Yuhao Huang, Xin Yang, Xiaoqiong Huang, Xinrui Zhou, Haozhe Chi, Haoran Dou, Xindi Hu, Jian Wang, Xuedong Deng and Dong Ni. MICCAI, 2023. [paper]
	Inflated 3D Convolution-Transformer for Weakly-supervised Carotid Stenosis Grading with Ultrasound Videos Xinrui Zhou, Yuhao Huang, Wufeng Xue, Xin Yang, Yuxin Zou, Qilong Ying, Yuanji Zhang, Jia Liu, Jie Ren and Dong Ni MICCAI, 2023. [paper]
	RecON: Online learning for sensorless freehand 3D ultrasound reconstruction Mingyuan Luo, Xin Yang, Hongzhang Wang, Haoran Dou, Xindi Hu, Yuhao Huang, Nishant Ravikumar, Songcheng Xu, Yuanji Zhang, Yi Xiong, Wufeng Xue, Alejandro F Frangi, Dong Ni and Litao Sun. Medical Image Analysis, 2023. [paper]
	Test-time bi-directional adaptation between image and model for robust segmentation Xiaoqiong Huang, Xin Yang, Haoran Dou, Yuhao Huang, Li Zhang, Zhendong Liu, Zhongnuo Yan, Lian Liu, Yuxin Zou, Xindi Hu, Rui Gao, Yuanji Zhang, Yi Xiong, Wufeng Xue and Dong Ni. CMPB, 2023. [paper]
*/2022/*
	Deep learning based on carotid transverse B-mode scan videos for the diagnosis of carotid plaque: a prospective multicenter study Jia Liu, Xinrui Zhou, Hui Lin, Xue Lu, Jian Zheng, Erjiao Xu, Dianhu Jiang, Hui Zhang, Xin Yang, Junlin Zhong, Xindi Hu, Yuhao Huang, Yanling Zhang, Jiamin Liang, Qin Liu, Min Zhong, Yuansen Chen, Huixiang Yan, Haowen Deng, Rongqin Zheng, Dong Ni and Jie Ren. European Radiology, 2022. [paper]
	Online Reflective Learning for Robust Medical Image Segmentation Yuhao Huang, Xin Yang, Xiaoqiong Huang, Jiamin Liang, Xinrui Zhou, Cheng Chen, Haoran Dou, Xindi Hu, Yan Cao and Dong Ni. MICCAI, 2022. [paper]
	Agent with Tangent-based Formulation and Anatomical Perception for Standard Plane Localization in 3D US Yuxin Zou, Haoran Dou, Yuhao Huang, Xin Yang, Jikuan Qian, Weijun Huang, Guoqiang Chen, Chaojiong Zhen, Xiaodan Ji, Nishant Ravikumar,Alejandro F Frangi and Dong Ni. MICCAI, 2022. [paper]
	Weakly-supervised High-fidelity Ultrasound Video Synthesis with Feature Decoupling Jiamin Liang, Xin Yang, Yuhao Huang, Kai Liu, Xinrui Zhou, Xindi Hu, Zehui Lin, Huanjia Luo, Yuanji Zhang, Yi Xiong and Dong Ni. MICCAI, 2022. [paper]
	Sketch guided and progressive growing GAN for realistic and editable ultrasound image synthesis Jiamin Liang, Xin Yang, Yuhao Huang, Haoming Li, Shuangchi He, Xindi Hu, Zejian Chen, Wufeng Xue, Jun Cheng and Dong Ni. Medical Image Analysis, 2022. [paper]
	HASA: Hybrid Architecture Search with Aggregation Strategy for Echinococcosis Classification and Ovary Segmentation in Ultrasound Images Jikuan Qian, Rui Li, Xin Yang, Yuhao Huang, Mingyuan Luo, Zehui Lin, Wenhui Hong, Ruobing Huang, Haining Fan, Dong Ni and Jun Cheng. Expert Systems With Application, 2022. [paper]
*/2021/*
	Flip Learning: Erase to Segment Yuhao Huang, Xin Yang, Yuxin Zou, Chaoyu Chen, Jian Wang, Haoran Dou, Nishant Ravikumar, Alejandro Frangi, Jianqiao Zhou and Dong Ni. MICCAI, 2021. [paper]
	Self Context and Shape Prior for Sensorless Freehand 3D Ultrasound Reconstruction Mingyuan Luo, Xin Yang, Xiaoqiong Huang, Yuhao Huang, Yuxin Zou, Xindi Hu, Nishant Ravikumar, Alejandro Frangi and Dong Ni. MICCAI, 2021. [paper]
	Joint Landmark and Structure Learning for Automatic Evaluation of Developmental Dysplasia of the Hip Xindi Hu, Limin Wang, Xin Yang, Xu Zhou, Wufeng Xue, Shengfeng Liu, Yan Cao, Yuhao Huang, Shuangping Guo, Ning Shang, Dong Ni, and Ning Gu. IEEE JBHI, 2021. [paper]
	Searching Collaborative Agents for Multi-plane Localization in 3D Ultrasound Xin Yang, Yuhao Huang, Ruobing Huang, Haoran Dou, Rui Li, Jikuan Qian, Xiaoqiong Huang, Wenlong Shi, Chaoyu Chen, Yuanji Zhang, Haixia Wang, Yi Xiong, Dong Ni. Medical Image Analysis, 2021. [MedIA version][Arxiv version]
	Learn Fine-grained Adaptive Loss for Multiple Anatomical Landmark Detection in Medical Images Guangquan Zhou, Juzheng Miao, Xin Yang, Rui Li, En-Ze Huo, Wenlong Shi, Yuhao Huang, Jikuan Qian, Chaoyu Chen, Dong Ni. IEEE JBHI*, 2021. [paper]
	Agent with Warm Start and Adaptive Dynamic Termination for Plane Localization in 3D Ultrasound Xin Yang, Haoran Dou, Ruobing Huang, Wufeng Xue, Yuhao Huang, Jikuan Qian, Yuanji Zhang, Huanjia Luo, Huizhi Guo, Tianfu Wang, Yi Xiong, Dong Ni. IEEE TMI, 2021. [paper] [code]
*/2020/*
	Searching Collaborative Agents for Multi-plane Localization in 3D Ultrasound Yuhao Huang, Xin Yang, Rui Li, Jikuan Qian, Xiaoqiong Huang, Wenlong Shi, Haoran Dou, Chaoyu Chen, Yuanji Zhang, Huanjia Luo, Alejandro Frangi, Yi Xiong, Dong Ni. MICCAI, 2020. [MICCAI version][Arxiv version]
	Auto-weighting for Breast Cancer Classification in Multimodal Ultrasound Jian Wang, Juzheng Miao, Xin Yang, Li Rui, Zhou Guangquan, Yuhao Huang, Zehui Lin, Wufeng Xue, Xiaohong Jia, Jianqiao Zhou, Ruobing Huang, Dong Ni. MICCAI, 2020. [MICCAI version][Arxiv version]
	Region Proposal Network with Graph Prior and IoU-Balance Loss for Landmark Detection in 3D Ultrasound Chaoyu Chen, Xin Yang, Ruobing Huang, Wenlong Shi, Shengfeng Liu, Mingrong Lin, Yuhao Huang, Yong Yang, Yuanji Zhang, Huanjia Luo, Yankai Huang, Yi Xiong, Dong Ni. IEEE ISBI, 2020. [paper]
	Remove Appearance Shift for Ultrasound Image Segmentation via Fast and Universal Style Transfer. Liu Zhendong, Xin Yang, Rui Gao, Shengfeng Liu, Haoran Dou, Shuangchi He, Yuhao Huang, Yankai Huang, Huanjia Luo, Yuanji Zhang, Yi Xiong, Dong Ni. IEEE ISBI, 2020. [paper]