Personal information

medical image analysis, deep learning
China

Biography

Dr. Yunzhi Huang received the Ph.D. degree in Biomedical Engineering from Sichuan University in 2020. She was a Visiting Scholar with the Department of Radiology and Biomedical Research Imaging Center (BRIC), University of North Carolina, Chapel Hill, USA. She is currently Assistant Professor with the School of Automation, Nanjing University of Information Science and Technology. Her research interests lie at the intersection of artificial intelligence and medical image analysis. She is dedicated to designing data-efficient learning methods for biomedical images. She has expertise in deep learning for brain MRI registration and breast ultrasound diagnosis. Meantime, she is working on the new longitudinal multi-modality learning algorithms while minimizing human supervision (unsupervised/semi-supervised learning) to expand the multi-modality analysis to a reliable diagnosis and safe surgical planning. Dr. Huang has coauthored more than 10 scientific articles. She serves as the reviewer of Medical Image Analysis, IEEE TMI, Neuroimage, Pattern Recognition, and Plos One.

Activities

Employment (1)

Nanjing University of Information Science and Technology: Nanjing, CN

Assistant Professor
Employment
Source: Self-asserted source
Yunzhi Huang

Funding (1)

Research on intraoperative trajectory optimization for brain tumor resection based on multi-modal images

Grant
Nanjing University of Information Science and Technology (Nanjing, CN)
GRANT_NUMBER:

No.62101365

Source: Self-asserted source
Yunzhi Huang

Works (32)

Generative feature style augmentation for domain generalization in medical image segmentation

Pattern Recognition
2025-06 | Journal article
Contributors: Yunzhi Huang; Luyi Han; Haoran Dou
Source: check_circle
Crossref

Standard plane localization using denoising diffusion model with multi-scale guidance

Computer Methods and Programs in Biomedicine
2025-04 | Journal article
Contributors: Haoran Dou; Yuhao Huang; Yunzhi Huang; Xin Yang; Chaojiong Zhen; Yuanji Zhang; Yi Xiong; Weijun Huang; Dong Ni
Source: check_circle
Crossref

Symmetric deformable registration of multimodal brain magnetic resonance images via appearance residuals

Computer Methods and Programs in Biomedicine
2025-04 | Journal article
Contributors: Yunzhi Huang; Luyi Han; Haoran Dou; Sahar Ahmad; Pew-Thian Yap
Source: check_circle
Crossref

Synthesis-based imaging-differentiation representation learning for multi-sequence 3D/4D MRI

Medical Image Analysis
2024-02 | Journal article
Contributors: Luyi Han; Tao Tan; Tianyu Zhang; Yunzhi Huang; Xin Wang; Yuan Gao; Jonas Teuwen; Ritse Mann
Source: check_circle
Crossref

Learn2Reg: Comprehensive Multi-Task Medical Image Registration Challenge, Dataset and Evaluation in the Era of Deep Learning

IEEE Transactions on Medical Imaging
2023 | Journal article
EID:

2-s2.0-85140752575

Part of ISSN: 1558254X 02780062
Contributors: Hering, A.; Hansen, L.; Mok, T.C.W.; Chung, A.C.S.; Siebert, H.; Hager, S.; Lange, A.; Kuckertz, S.; Heldmann, S.; Shao, W. et al.
Source: Self-asserted source
Yunzhi Huang via Scopus - Elsevier

SYNTHESIS-BASED IMAGING-DIFFERENTIATION REPRESENTATION LEARNING FOR MULTI-SEQUENCE 3D/4D MRI

arXiv
2023 | Other
EID:

2-s2.0-85148445441

Part of ISSN: 23318422
Contributors: Han, L.; Tan, T.; Zhang, T.; Wang, X.; Gao, Y.; Teuwen, J.; Mann, R.; Huang, Y.
Source: Self-asserted source
Yunzhi Huang via Scopus - Elsevier

Longitudinal prediction of postnatal brain magnetic resonance images via a metamorphic generative adversarial network

Pattern Recognition
2023-11 | Journal article
Contributors: Yunzhi Huang; Sahar Ahmad; Luyi Han; Shuai Wang; Zhengwang Wu; Weili Lin; Gang Li; Li Wang; Pew-Thian Yap
Source: check_circle
Crossref

Deformable Registration of Brain MR Images via a Hybrid Loss

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2022 | Book
EID:

2-s2.0-85126221737

Part of ISSN: 16113349 03029743
Contributors: Han, L.; Dou, H.; Huang, Y.; Yap, P.-T.
Source: Self-asserted source
Yunzhi Huang via Scopus - Elsevier

Localizing the Recurrent Laryngeal Nerve via Ultrasound with a Bayesian Shape Framework

arXiv
2022 | Other
EID:

2-s2.0-85134398924

Part of ISSN: 23318422
Contributors: Dou, H.; Han, L.; He, Y.; Xu, J.; Ravikumar, N.; Mann, R.; Frangi, A.F.; Yap, P.-T.; Huang, Y.
Source: Self-asserted source
Yunzhi Huang via Scopus - Elsevier

Localizing the Recurrent Laryngeal Nerve via Ultrasound with a Bayesian Shape Framework

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2022 | Book
EID:

2-s2.0-85139069183

Part of ISSN: 16113349 03029743
Contributors: Dou, H.; Han, L.; He, Y.; Xu, J.; Ravikumar, N.; Mann, R.; Frangi, A.F.; Yap, P.-T.; Huang, Y.
Source: Self-asserted source
Yunzhi Huang via Scopus - Elsevier

Longitudinal Prediction of Postnatal Brain Magnetic Resonance Images via a Metamorphic Generative Adversarial Network

arXiv
2022 | Other
EID:

2-s2.0-85136040139

Part of ISSN: 23318422
Contributors: Huang, Y.; Ahmad, S.; Han, L.; Wang, S.; Wu, Z.; Lin, W.; Li, G.; Wang, L.; Yap, P.-T.
Source: Self-asserted source
Yunzhi Huang via Scopus - Elsevier

Recurrent Tissue-Aware Network for Deformable Registration of Infant Brain MR Images

IEEE Transactions on Medical Imaging
2022 | Journal article
EID:

2-s2.0-85122107993

Part of ISSN: 1558254X 02780062
Contributors: Wei, D.; Ahmad, S.; Guo, Y.; Chen, L.; Huang, Y.; Ma, L.; Wu, Z.; Li, G.; Wang, L.; Lin, W. et al.
Source: Self-asserted source
Yunzhi Huang via Scopus - Elsevier

Unsupervised Cross-Modality Domain Adaptation for Vestibular Schwannoma Segmentation and Koos Grade Prediction based on Semi-Supervised Contrastive Learning

arXiv
2022 | Other
EID:

2-s2.0-85140191898

Part of ISSN: 23318422
Contributors: Han, L.; Huang, Y.; Tan, T.; Mann, R.
Source: Self-asserted source
Yunzhi Huang via Scopus - Elsevier

Weakly Supervised MR-TRUS Image Synthesis for Brachytherapy of Prostate Cancer

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2022 | Book
EID:

2-s2.0-85139119742

Part of ISSN: 16113349 03029743
Contributors: Pang, Y.; Chen, X.; Huang, Y.; Yap, P.-T.; Lian, J.
Source: Self-asserted source
Yunzhi Huang via Scopus - Elsevier

Using a Convolutional Neural Network and Convolutional Long Short-term Memory to Automatically Detect Aneurysms on 2D Digital Subtraction Angiography Images: Framework Development and Validation

JMIR Medical Informatics
2022-03-16 | Journal article
Contributors: JunHua Liao; LunXin Liu; HaiHan Duan; YunZhi Huang; LiangXue Zhou; LiangYin Chen; ChaoHua Wang
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

Deformable Registration of Brain MR Images via a Hybrid Loss

arXiv
2021 | Other
EID:

2-s2.0-85118746105

Part of ISSN: 23318422
Contributors: Han, L.; Dou, H.; Huang, Y.; Yap, P.-T.
Source: Self-asserted source
Yunzhi Huang via Scopus - Elsevier

Learn2Reg: comprehensive multi-task medical image registration challenge, dataset and evaluation in the era of deep learning

2021 | Interactive resource
Contributors: Yunzhi Huang
Source: Self-asserted source
Yunzhi Huang
grade
Preferred source (of 2)‎

Using a Convolutional Neural Network and Convolutional Long Short-term Memory to Automatically Detect Aneurysms on 2D Digital Subtraction Angiography Images: Framework Development and Validation (Preprint)

2021-03-23 | Preprint
Contributors: JunHua Liao; LunXin Liu; HaiHan Duan; YunZhi Huang; LiangXue Zhou; LiangYin Chen; ChaoHua Wang
Source: check_circle
Crossref

Difficulty-aware hierarchical convolutional neural networks for deformable registration of brain MR images

Medical Image Analysis
2021-01 | Journal article
Part of ISSN: 1361-8415
Contributors: Yunzhi Huang
Source: Self-asserted source
Yunzhi Huang
grade
Preferred source (of 2)‎

An auto-context deformable registration network for infant brain MRI

arXiv
2020 | Other
EID:

2-s2.0-85095099762

Part of ISSN: 23318422
Contributors: Wei, D.; Ahmad, S.; Huang, Y.; Ma, L.; Wang, Q.; Yap, P.-T.; Shen, D.
Source: Self-asserted source
Yunzhi Huang via Scopus - Elsevier

Semi-supervised segmentation of lesion from breast ultrasound images with attentional generative adversarial network

Computer Methods and Programs in Biomedicine
2020-06 | Journal article
Part of ISSN: 0169-2607
Contributors: Yunzhi Huang
Source: Self-asserted source
Yunzhi Huang
grade
Preferred source (of 2)‎

Automatic detection of intracranial aneurysm from digital subtraction angiography with cascade networks

ACM International Conference Proceeding Series
2019 | Conference paper
EID:

2-s2.0-85076041385

Contributors: Liao, J.; Duan, H.; Dai, H.; Huang, Y.; Liu, L.; Chen, L.; Zhou, L.
Source: Self-asserted source
Yunzhi Huang via Scopus - Elsevier

Automatic detection on intracranial aneurysm from digital subtraction angiography with cascade convolutional neural networks

BioMedical Engineering OnLine
2019-12 | Journal article
Part of ISSN: 1475-925X
Contributors: Yunzhi Huang
Source: Self-asserted source
Yunzhi Huang
grade
Preferred source (of 2)‎

Two-stage CNNs for computerized BI-RADS categorization in breast ultrasound images

BioMedical Engineering OnLine
2019-12 | Journal article
Part of ISSN: 1475-925X
Contributors: Yunzhi Huang
Source: Self-asserted source
Yunzhi Huang
grade
Preferred source (of 2)‎

Sensor level functional connectivity topography comparison between different references based EEG and MEG

Frontiers in Behavioral Neuroscience
2018 | Journal article
EID:

2-s2.0-85049527011

Part of ISSN: 16625153
Contributors: Huang, Y.; Zhang, J.; Cui, Y.; Yang, G.; Liu, Q.; Yin, G.
Source: Self-asserted source
Yunzhi Huang via Scopus - Elsevier

How different EEG references influence sensor level functional connectivity graphs

Frontiers in Neuroscience
2017 | Journal article
EID:

2-s2.0-85024399843

Part of ISSN: 1662453X 16624548
Contributors: Huang, Y.; Zhang, J.; Cui, Y.; Yang, G.; Liu, Q.; He, L.; Yin, G.
Source: Self-asserted source
Yunzhi Huang via Scopus - Elsevier

Investigation of the Changes in the Power Distribution in Resting-State Brain Networks Associated with Pure Conduct Disorder

Scientific Reports
2017 | Journal article
EID:

2-s2.0-85025120315

Part of ISSN: 20452322
Contributors: Zhang, J.; Zhou, J.; Lu, F.; Chen, L.; Huang, Y.; Chen, H.; Xiang, Y.; Yang, G.; Yuan, Z.
Source: Self-asserted source
Yunzhi Huang via Scopus - Elsevier

Automatic contour extraction of left atrial appendage from ultrasound images

Sichuan Daxue Xuebao (Gongcheng Kexue Ban)/Journal of Sichuan University (Engineering Science Edition)
2016 | Journal article
EID:

2-s2.0-84971414167

Part of ISSN: 10093087
Contributors: Huang, Y.; Han, L.; Liu, Q.; Bai, W.; Deng, L.; He, L.
Source: Self-asserted source
Yunzhi Huang via Scopus - Elsevier

Automatic Evaluation of Hypernasality Based on a Cleft Palate Speech Database

Journal of Medical Systems
2015 | Journal article
EID:

2-s2.0-84926215567

Part of ISSN: 1573689X 01485598
Contributors: He, L.; Zhang, J.; Liu, Q.; Yin, H.; Lech, M.; Huang, Y.
Source: Self-asserted source
Yunzhi Huang via Scopus - Elsevier

Image processing research on double-walled double-imaging industrial X-ray radiographs of butt weld

Sichuan Daxue Xuebao (Gongcheng Kexue Ban)/Journal of Sichuan University (Engineering Science Edition)
2015 | Journal article
EID:

2-s2.0-84926351331

Part of ISSN: 10093087
Contributors: Liu, Q.; Li, C.; Huang, Y.; Wang, J.; Lai, C.; Zhang, J.; He, L.; Yin, Y.
Source: Self-asserted source
Yunzhi Huang via Scopus - Elsevier

Level set segmentation based on phase information of the breast ultrasound image

Chinese Journal of Medical Imaging Technology
2015 | Journal article
EID:

2-s2.0-85013644946

Part of ISSN: 10033289
Contributors: Chen, Y.-X.; Liu, Q.; Huang, Y.-Z.; Zhang, J.; He, L.; Deng, L.-H.
Source: Self-asserted source
Yunzhi Huang via Scopus - Elsevier

Virtual surgical system in reduction of maxillary fracture

International Conference on Digital Signal Processing, DSP
2015 | Conference paper
EID:

2-s2.0-84961361417

Contributors: Zhang, J.; Li, D.; Liu, Q.; He, L.; Huang, Y.; Li, P.
Source: Self-asserted source
Yunzhi Huang via Scopus - Elsevier

Peer review (5 reviews for 4 publications/grants)

Review activity for Artificial intelligence in medicine. (2)
Review activity for Biomedical signal processing and control. (1)
Review activity for Neurocomputing. (1)
Review activity for NeuroImage. (1)