Accelerating the lab to market transition of AI tools for cancer management

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Deliverables

Final platform design

Final design revised to fulfil the complete verification of regulatory compliance model in D22

Interim dissemination & communication plan

Dissemination communication plan for year 2 and record of dissemination communication activities undertaken during year 1

Prospective assessment of the Repository sustainability

Prospective assessment of resources required to ensure sustainability of the Repository

accessible Imaging Health Data map

Mapping of accessible Imaging Health Data repos ownedmanaged by Partners definition of control for data inclusion Definition of clinical data eform

Action plan for Reposity sustainability

Plan of actions to ensure Repositorys sustainability

Comparative assessment of the proposedharmonisation approaches

Description of the results of the comparative assessment among harmonisation approaches

Final dissemination & communication plan

Dissemination communication plan for year 3 and record of dissemination communication activities undertaken during year 2

First dissemination & communication plan

Dissemination communication plan for year 2 and record of dissemination communication activities undertaken during year 1

Interim platform design

Design of the architecture and main functionalities

Dissemination toolkit

Website dissemination toolkit 1

Readiness to call the Open Challenges

Publications

Structural and functional radiomics for lung cancer.

Author(s): Guangyao Wu; Guangyao Wu; Arthur Jochems; Abdalla Ibrahim; Chenggong Yan; Chenggong Yan; Sebastian Sanduleanu; Henry C. Woodruff; Philippe Lambin
Published in: European Journal of Nuclear Medicine and Molecular Imaging, 2021, ISSN 1619-7089
Publisher: Springer
DOI: 10.1007/s00259-021-05242-1

Non-invasive imaging prediction of tumor hypoxia: A novel developed and externally validated CT and FDG-PET-based radiomic signatures

Author(s): Sebastian Sanduleanu Arthur Jochems Taman Upadhaya Aniek J.G. Even Ralph T.H. Leijenaar Frank J.W.M. Dankers Remy Klaassen Henry C. Woodruff Mathieu Hatt Hans J.A.M. Kaanders Olga Hamming-Vrieze Hanneke W.M. van Laarhoven Rathan M. Subramiam Shao Hui Huang Brian O'Sullivan Scott V. Bratman Ludwig J. Dubois Razvan L. Miclea Dario Di Perri Xavier Geets Mireia Crispin-Ortuzar Aditya Apte Joseph O. De
Published in: Radiotherapy & Oncology, 2020, ISSN 0167-8140
Publisher: Elsevier BV
DOI: 10.1016/j.radonc.2020.10.016

Large-Kernel Attention for 3D Medical Image Segmentation

Author(s): Hao Li; Yang Nan; Javier Del Ser; Guang Yang
Published in: Cognitive Computation, 2023, ISSN 1866-9956
Publisher: Springer Verlag
DOI: 10.1007/s12559-023-10126-7

Prostate MRI: what to consider when shopping for AI tools

Author(s): Tobias Penzkofer
Published in: European Radiology, Issue 34, 2024, Page(s) 7690-7692, ISSN 1432-1084
Publisher: Springer Science and Business Media LLC
DOI: 10.1007/s00330-024-10867-5

ME-Net: Multi-encoder net framework for brain tumor segmentation

Author(s): Wenbo Zhang,Guang Yang,He Huang,Weiji Yang,Xiaomei Xu,Yongkai Liu,Xiaobo Lai
Published in: Imaging Systems and Technology, 2021, ISSN 1098-1098
Publisher: Wiley Periodicals LLC
DOI: 10.1002/ima.22571

Prognostic and Predictive Value of Integrated Qualitative and Quantitative Magnetic Resonance Imaging Analysis in Glioblastoma

Author(s): Verduin, M.; Primakov, S.; Compter, I.; Woodruff, H.C.; van Kuijk, S.M.J.; Ramaekers, B.L.T.; te Dorsthorst, M.; Revenich, E.G.M.; ter Laan, M.; Pegge, S.A.H.; Meijer, F.J.A.; Beckervordersandforth, J.; Speel, E.J.; Kusters, B.; de Leng, W.W.J.; Anten, M.M.; Broen, M.P.G.; Ackermans, L.; Schijns, O.E.M.G.; Teernstra, O.; Hovinga, K.; Vooijs, M.A.; Tjan-Heijnen, V.C.G.; Eekers, D.B.P.; Postma, A.A.
Published in: Cancers, 2021, ISSN 2072-6694
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/cancers13040722

Swin transformer for fast MRI

Author(s): Jiahao Huang; Yingying Fang; Yinzhe Wu; Huanjun Wu; Zhifan Gao; Yang Li; Javier Del Ser; Jun Xia; Guang Yang
Published in: Neurocomputing, 2022, ISSN 0925-2312
Publisher: Elsevier BV
DOI: 10.1016/j.neucom.2022.04.051

AI-Based Reconstruction for Fast MRI—A Systematic Review and Meta-Analysis

Author(s): Yutong Chen; Carola-Bibiane Schonlieb; Pietro Lio; Tim Leiner; Pier Luigi Dragotti; Ge Wang; Daniel Rueckert; David Firmin; Guang Yang
Published in: Proceedings of the IEEE, 2022, ISSN 0018-9219
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/jproc.2022.3141367

MRI-Based Radiomics Analysis for the Pretreatment Prediction of Pathologic Complete Tumor Response to Neoadjuvant Systemic Therapy in Breast Cancer Patients: A Multicenter Study

Author(s): Renée W. Y. Granzier, Abdalla Ibrahim,,Sergey P. Primakov,,Sanaz Samiei,Thiemo J. A. van Nijnatten ,Maaike de Boer,,Esther M. Heuts,Frans-Jan Hulsmans ,Avishek Chatterjee,Philippe Lambin, Marc B. I. Lobbes,Henry C. Woodruff , Marjolein L. Smidt
Published in: cancers, 2021, ISSN 2072-6694
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/cancers13102447

Adaptive Hierarchical Dual Consistency for Semi-Supervised Left Atrium Segmentation on Cross-Domain Data

Author(s): Chen, Jun; Zhang, Heye; Mohiaddin, Raad; Wong, Tom; Firmin, David; Keegan, Jennifer; Yang, Guang
Published in: IEEE transactions on medical imaging., 2021, ISSN 0278-0062
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.48550/arxiv.2109.08311

Adversarial Transformer for Repairing Human Airway Segmentation

Author(s): Zeyu Tang; Yang Nan; Simon Walsh; Guang Yang
Published in: IEEE journal of biomedical and health informatics., 2023, ISSN 2168-2194
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/jbhi.2023.3290136

Automated detection and segmentation of non-small cell lung cancer computed tomography images

Author(s): Sergey P Primakov, Abdalla Ibrahim, Janita E van Timmeren, Guangyao Wu, Simon A Keek, Manon Beuque, Renée W Y Granzier, Elizaveta Lavrova, Madeleine Scrivener, Sebastian Sanduleanu, Esma Kayan, Iva Halilaj, Anouk Lenaers, Jianlin Wu, René Monshouwer, Xavier Geets, Hester A Gietema, Lizza E L Hendriks, Olivier Morin, Arthur Jochems, Henry C Woodruff, Philippe Lambin
Published in: Nature communications, 2022, ISSN 2041-1723
Publisher: Nature Publishing Group
DOI: 10.1038/s41467-022-30841-3

Multiple Adversarial Learning Based Angiography Reconstruction for Ultra-Low-Dose Contrast Medium CT

Author(s): Weiwei Zhang; Zhen Zhou; Zhifan Gao; Guang Yang; Lei Xu; Weiwen Wu; Heye Zhang
Published in: IEEE journal of biomedical and health informatics, 2023, ISSN 2168-2194
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/jbhi.2022.3213595

Region-based evidential deep learning to quantify uncertainty and improve robustness of brain tumor segmentation

Author(s): Hao Li; Yang Nan; Javier Del Ser; Guang Yang
Published in: Neural computing and applications, 2022, ISSN 0941-0643
Publisher: Springer Verlag
DOI: 10.1007/s00521-022-08016-4

The creation of breast lesion models for mammographic virtual clinical trials: a topical review

Author(s): Astrid Van Camp; Katrien Houbrechts; Lesley Cockmartin; Henry C Woodruff; Philippe Lambin; Nicholas W Marshall; Hilde Bosmans
Published in: Progress in Biomedical Engineering, 2023, ISSN 2516-1091
Publisher: IOP Publishing
DOI: 10.1088/2516-1091/acc4fc

A residual dense vision transformer for medical image super-resolution with segmentation-based perceptual loss fine-tuning

Author(s): Zhu, Jin; Yang, Guang; Lio, Pietro
Published in: Medical image analysis, 2023, ISSN 1361-8423
Publisher: Oxford University Press
DOI: 10.48550/arxiv.2302.11184

Modeling-Based Decision Support System for Radical Prostatectomy Versus External Beam Radiotherapy for Prostate Cancer Incorporating an In Silico Clinical Trial and a Cost-Utility Study.

Author(s): Yvonka van Wijk; Bram Ramaekers; Ben G. L. Vanneste; Iva Halilaj; Cary Oberije; Avishek Chatterjee; Tom Marcelissen; Arthur Jochems; Henry C. Woodruff; Philippe Lambin
Published in: Cancers, 2021, ISSN 2072-6694
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/cancers13112687

Development and external validation of a non-invasive molecular status predictor of chromosome 1p/19q co-deletion based on MRI radiomics analysis of Low Grade Glioma patients

Author(s): Roberto Casale, , Elizaveta Lavrova , Sebastian Sanduleanu , Henry C. Woodruff, Philippe Lambin
Published in: European Journal of Radiology, 2021, ISSN 0720-048X
Publisher: Elsevier BV
DOI: 10.1016/j.ejrad.2021.109678

An artificial intelligence framework integrating longitudinal electronic health records with real-world data enables continuous pan-cancer prognostication

Author(s): Olivier Morin, Martin Vallières, Steve Braunstein, Jorge Barrios Ginart, Taman Upadhaya, Henry C. Woodruff, Alex Zwanenburg, Avishek Chatterjee, Javier E. Villanueva-Meyer, Gilmer Valdes, William Chen, Julian C. Hong, Sue S. Yom, Timothy D. Solberg, Steffen Löck, Jan Seuntjens, Catherine Park, Philippe Lambin
Published in: Nature Cancer, Issue 2, 2022, Page(s) 709-722, ISSN 2662-1347
Publisher: Springer Science and Business Media LLC
DOI: 10.1038/s43018-021-00236-2

Automated 24-sector grid-map algorithm for prostate mpMRI improves precision and efficacy of prostate lesion location reporting

Author(s): Thula C. Walter-Rittel, Anne Frisch, Charlie Alexander Hamm, Georg Lukas Baumgärtner, Alexander Hartenstein, Franziska Dräger, Matthias Haas, Hannes Cash, Sebastian Hofbauer, Bernd Hamm, Nick Lasse Beetz, Tobias Penzkofer
Published in: European Journal of Radiology, Issue 183, 2025, Page(s) 111897, ISSN 0720-048X
Publisher: Elsevier BV
DOI: 10.1016/j.ejrad.2024.111897

From Head and Neck Tumour and Lymph Node Segmentation to Survival Prediction on PET/CT: An End-to-End Framework Featuring Uncertainty, Fairness, and Multi-Region Multi-Modal Radiomics

Author(s): Zohaib Salahuddin, Yi Chen, Xian Zhong, Henry C Woodruff, Nastaran Mohammadian Rad, Shruti Atul Mali, Philippe Lambin
Published in: Cancers (Basel), 2023, ISSN 2072-6694
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/cancers15071932

Learning residual motion correction for fast and robust 3D multiparametric MRI

Author(s): Carolin M. Pirkl, Matteo Cencini, Jan W. Kurzawski, Diana Waldmannstetter, Hongwei Li, Anjany Sekuboyina, Sebastian Endt, Luca Peretti, Graziella Donatelli, Rosa Pasquariello, Mauro Costagli, Guido Buonincontri, Michela Tosetti, Marion I. Menzel, Bjoern H. Menze,
Published in: Medical Image Analysis, 2022, ISSN 1361-8415
Publisher: Elsevier BV
DOI: 10.1016/j.media.2022.102387

3D AGSE-VNet: an automatic brain tumor MRI data segmentation framework

Author(s): Xi Guan; Guang Yang; Jianming Ye; Weiji Yang; Xiaomei Xu; Weiwei Jiang; Xiaobo Lai
Published in: BMC Medical Imaging, 2022, ISSN 1471-2342
Publisher: BioMed Central
DOI: 10.1186/s12880-021-00728-8

MAIC–10 brief quality checklist for publications using artificial intelligence and medical images

Author(s): Leonor Cerdá-Alberich; Jimena Solana; Pedro Mallol; Gloria Ribas; Miguel García-Junco; Angel Alberich-Bayarri; Luis Marti-Bonmati
Published in: Insights into imaging, 2023, ISSN 1869-4101
Publisher: Springer Science and Business Media Deutschland GmbH
DOI: 10.1186/s13244-022-01355-9

MSCDA: Multi-level semantic-guided contrast improves unsupervised domain adaptation for breast MRI segmentation in small datasets

Author(s): Sheng Kuang; Henry C. Woodruff; Renee Granzier; Thiemo J.A. van Nijnatten; Marc B.I. Lobbes; Marjolein L. Smidt; Philippe Lambin; Siamak Mehrkanoon
Published in: Neural Natworks, 2023, ISSN 0893-6080
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.neunet.2023.05.014

<scp>Non‐invasive</scp> prediction of overall survival time for glioblastoma multiforme patients based on multimodal <scp>MRI</scp> radiomics

Author(s): Jingyu Zhu; Jianming Ye; Leshui Dong; Xiaofei Ma; Na Tang; Peng Xu; Wei Jin; Ruipeng Li; Guang Yang; Xiaobo Lai
Published in: International journal of imaging systems and technology., 2023, ISSN 0899-9457
Publisher: John Wiley & Sons Inc.
DOI: 10.1002/ima.22869

Unbox the black-box for the medical explainable AI via multi-modal and multi-centre data fusion: A mini-review, two showcases and beyond

Author(s): Guang Yang; Qinghao Ye; Jun Xia
Published in: An International Journal on Information Fusion, Issue 11, 2022, ISSN 1566-2535
Publisher: Elsevier BV
DOI: 10.1016/j.inffus.2021.07.016

The Effects of In-Plane Spatial Resolution on CT-Based Radiomic Features’ Stability with and without ComBat Harmonization

Author(s): Ibrahim, A.; Refaee, T.; Primakov, S.; Barufaldi, B.; Acciavatti, R.J.; Granzier, R.W.Y.; Hustinx, R.; Mottaghy, F.M.; Woodruff, H.C.; Wildberger, J.E.; Lambin, P.; Maidment, A.D.A.
Published in: Cancers, 2021, ISSN 2072-6694
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/cancers13081848

Is Autoencoder Truly Applicable for 3D CT Super-Resolution?

Author(s): Luo, Weixun; Xing, Xiaodan; Yang, Guang
Published in: ArXiv.org e-Print archive, 2023, ISSN 2331-8422
Publisher: Cornell University
DOI: 10.48550/arxiv.2302.10272

A Prospectively Validated Prognostic Model for Patients with Locally Advanced Squamous Cell Carcinoma of the Head and Neck Based on Radiomics of Computed Tomography Images

Author(s): Simon A. Keek ,Frederik W. R. Wesseling ,Henry C. Woodruff ,Janita E. van Timmeren,,Irene H. Nauta ,Thomas K. Hoffmann ,Stefano Cavalieri,,Giuseppina Calareso 8,Sergey Primakov 1,Ralph T. H. Leijenaar,,Lisa Licitra Marco Ravanelli,,Kathrin Scheckenbach ,Tito Poli,Davide Lanfranco,Marije R. Vergeer,C. René Leemans,Ruud H. Brakenhoff ,Frank J. P. Hoebers 2 andPhilippe Lambin
Published in: cancers, 2021, ISSN 2072-6694
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/cancers13133271

Association Between Left Ventricular Global Function Index and Outcomes in Patients With Dilated Cardiomyopathy

Author(s): Tong Liu; Tong Liu; Tong Liu; Zhen Zhou; Kairui Bo; Yifeng Gao; Hui Wang; Rui Wang; Wei Liu; Wei Liu; Wei Liu; Sanshuai Chang; Sanshuai Chang; Sanshuai Chang; Yuanyuan Liu; Yuanyuan Liu; Yuanyuan Liu; Yuqing Sun; Yuqing Sun; Yuqing Sun; David Firmin; David Firmin; Guang Yang; Guang Yang; Jianzeng Dong; Jianzeng Dong; Jianzeng Dong; Lei Xu
Published in: Frontiers in Cardiovascular Medicine, 2021, ISSN 2297-055X
Publisher: Frontiers Media S.A.
DOI: 10.3389/fcvm.2021.751907

Recent Advances in Fibrosis and Scar Segmentation From Cardiac MRI: A State-of-the-Art Review and Future Perspectives.

Author(s): Yinzhe Wu; Yinzhe Wu; Zeyu Tang; Zeyu Tang; Binghuan Li; David N. Firmin; Guang Yang
Published in: Frontiers in Phisiology, 2021, ISSN 1664-042X
Publisher: Frontiers Research Foundation
DOI: 10.3389/fphys.2021.709230

Deep Learning Enables Prostate MRI Segmentation: A Large Cohort Evaluation With Inter-Rater Variability Analysis

Author(s): Yongkai Liu, Qi Miao, Chuthaporn Surawech, Haoxin Zheng, Dan Nguyen, Guang Yang, Steven S. Raman and Kyunghyun Sung
Published in: Frontiers in Oncology, 2021, ISSN 2234-943X
Publisher: Frontiers Media S. A.
DOI: 10.3389/fonc.2021.801876

Less Is More: Unsupervised Mask-Guided Annotated CT Image Synthesis With Minimum Manual Segmentations

Author(s): Xiaodan Xing; Giorgos Papanastasiou; Simon Walsh; Guang Yang
Published in: IEEE Transactions on Medical Imaging, 2023, ISSN 0278-0062
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tmi.2023.3260169

Data infrastructures for AI in medical imaging: a report on the experiences of five EU projects

Author(s): Haridimos Kondylakis, Varvara Kalokyri, Stelios Sfakianakis, Kostas Marias, Manolis Tsiknakis, Ana Jimenez-Pastor, Eduardo Camacho-Ramos, Ignacio Blanquer, J Damian Segrelles, Sergio López-Huguet, Caroline Barelle, Magdalena Kogut-Czarkowska, Gianna Tsakou, Nikolaos Siopis, Zisis Sakellariou, Paschalis Bizopoulos, Vicky Drossou, Antonios Lalas, Konstantinos Votis, Pedro Mallol, Luis Marti-Bonmati
Published in: European radiology experimental, 2023, ISSN 2509-9280
Publisher: SpringerOpen
DOI: 10.1186/s41747-023-00336-x

Considerations for artificial intelligence clinical impact in oncologic imaging: an AI4HI position paper

Author(s): Luis Marti‑Bonmati1, Dow‑Mu Koh, Katrine Riklund, Maciej Bobowicz, Yiannis Roussakis, Joan C. Vilanova, Jurgen J. Fütterer, Jordi Rimola, Pedro Mallol, Gloria Ribas, Ana Miguel, Manolis Tsiknakis, Karim Lekadir and Gianna Tsakou
Published in: Insights into Imaging, 2022, ISSN 1869-4101
Publisher: Springer Science and Business Media Deutschland GmbH
DOI: 10.1186/s13244-022-01220-9

Making Radiomics More Reproducible across Scanner and Imaging Protocol Variations: A Review of Harmonization Methods

Author(s): Shruti Atul Mali; Abdalla Ibrahim; Henry C. Woodruff; Vincent Andrearczyk; Henning Müller; Sergey Primakov; Zohaib Salahuddin; Avishek Chatterjee; Philippe Lambin
Published in: Journal of Personalized Medicine, Vol 11, Iss 842, p 842 (2021), Issue 21, 2021, ISSN 2075-4426
Publisher: MDPI Multidisciplinary Digital Publishing Institute
DOI: 10.3390/jpm11090842

Accelerated 3D whole-brain T1, T2, and proton density mapping: feasibility for clinical glioma MR imaging

Author(s): Carolin M. Pirkl, Laura Nunez-Gonzalez, Florian Kofler, Sebastian Endt, Lioba Grundl, Mohammad Golbabaee, Pedro A. Gómez, Matteo Cencini, Guido Buonincontri, Rolf F. Schulte, Marion Smits, Benedikt Wiestler, Bjoern H. Menze, Marion I. Menzel & Juan A. Hernandez-Tamames
Published in: Diagnostic Neuroradiology, 2021, ISSN 0028-3940
Publisher: Springer Verlag
DOI: 10.1007/s00234-021-02703-0

A federated cloud architecture for processing of cancer images on a distributed storage

Author(s): J. Damián Segrelles Quilis, Sergio López-Huguet, Pau Lozano, Ignacio Blanquer
Published in: Future generations computer systems: FGCS, 2022, ISSN 0167-739X
Publisher: Elsevier BV
DOI: 10.1016/j.future.2022.09.019

AI-based medical e-diagnosis for fast and automatic ventricular volume measurement in patients with normal pressure hydrocephalus

Author(s): Xi Zhou, Qinghao Ye, Xiaolin Yang, Jiakun Chen, Haiqin Ma, Jun Xia, Javier Del Ser & Guang Yang
Published in: Neural Computing and Applications, 2022, ISSN 0941-0643
Publisher: Springer Verlag
DOI: 10.1007/s00521-022-07048-0

Unsupervised Tissue Segmentation via Deep Constrained Gaussian Network

Author(s): Yang Nan; Peng Tang; Guyue Zhang; Caihong Zeng; Zhihong Liu; Zhifan Gao; Heye Zhang; Guang Yang
Published in: IEEE Transactions on Medical Imaging, 2022, ISSN 0278-0062
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tmi.2022.3195123

Reproducibility of CT-Based Hepatocellular Carcinoma Radiomic Features across Different Contrast Imaging Phases: A Proof of Concept on SORAMIC Trial Data

Author(s): Abdalla Ibrahim; Yousif Widaatalla; Turkey Refaee; Sergey Primakov; Razvan L. Miclea; Osman Öcal; Matthias P. Fabritius; Michael Ingrisch; Jens Ricke; Roland Hustinx; Felix M. Mottaghy; Henry C. Woodruff; Max Seidensticker; Philippe Lambin
Published in: Cancers, 2021, ISSN 2072-6694
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/cancers13184638

Deep learning based identification of bone scintigraphies containing metastatic bone disease foci

Author(s): Abdalla Ibrahim; Akshayaa Vaidyanathan; Sergey Primakov; Flore Belmans; Fabio Bottari; Turkey Refaee; Pierre Lovinfosse; Alexandre Jadoul; Celine Derwael; Fabian Hertel; Henry C. Woodruff; Helle D. Zacho; Sean Walsh; Wim Vos; Mariaelena Occhipinti; François-Xavier Hanin; Philippe Lambin; Felix M. Mottaghy; Roland Hustinx
Published in: Cancer imaging : the official publication of the International Cancer Imaging Society., 2023, ISSN 1470-7330
Publisher: Springer Nature
DOI: 10.1186/s40644-023-00524-3

Systematic and Comprehensive Automated Ventricle Segmentation on Ventricle Images of the Elderly Patients: A Retrospective Study.

Author(s): Xi Zhou; Qinghao Ye; Qinghao Ye; Yinghui Jiang; Yinghui Jiang; Minhao Wang; Minhao Wang; Zhangming Niu; Wade Menpes-Smith; Evandro Fei Fang; Zhi Liu; Jun Xia; Guang Yang; Guang Yang
Published in: Frontiers in Aging Neuroscience, 2020, ISSN 1663-4365
Publisher: Frontiers Research Foundation
DOI: 10.3389/fnagi.2020.618538

Textured-Based Deep Learning in Prostate Cancer Classification with 3T Multiparametric MRI: Comparison with PI-RADS-Based Classification

Author(s): Liu, Y.; Zheng, H.; Liang, Z.; Miao, Q.; Brisbane, W.G.; Marks, L.S.; Raman, S.S.; Reiter, R.E.; Yang, G.; Sung, K.
Published in: Diagnostics, 2021, ISSN 2075-4418
Publisher: MDPI
DOI: 10.3390/diagnostics11101785

Machine learning for grading and prognosis of esophageal dysplasia using mass spectrometry and histological imaging

Author(s): Manon Beuque, Marta Martin-Lorenzo, Benjamin Balluff, Henry C. Woodruff, Marit Lucas, Daniel M. de Bruin, Janita E. van Timmeren, Onno J.de Boer, Ron MA. Heeren, Sybren L. Meijer, Philippe Lambin
Published in: Computers in Biology and Medicine, 2021, ISSN 0010-4825
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.compbiomed.2021.104918

Predicting Adverse Radiation Effects in Brain Tumors After Stereotactic Radiotherapy With Deep Learning and Handcrafted Radiomics

Author(s): Simon A. Keek; Manon Beuque; Sergey Primakov; Henry C. Woodruff; Avishek Chatterjee; Janita E. van Timmeren; Martin Vallières; Lizza E. L. Hendriks; Johannes Kraft; Nicolaus Andratschke; Steve E. Braunstein; Olivier Morin; Philippe Lambin
Published in: Frontiers in Oncology, 2022, ISSN 2234-943X
Publisher: Frontiers Media S. A.
DOI: 10.3389/fonc.2022.920393

Global Transformer and Dual Local Attention Network via Deep-Shallow Hierarchical Feature Fusion for Retinal Vessel Segmentation

Author(s): Yang Li; Yue Zhang; Jing-Yu Liu; Kang Wang; Kai Zhang; Gen-Sheng Zhang; Xiao-Feng Liao; Guang Yang
Published in: IEEE transactions on cybernetics, 2023, ISSN 2168-2267
Publisher: IEEE Advancing Technology for Humanity
DOI: 10.1109/tcyb.2022.3194099

SARA-GAN: Self-Attention and Relative Average Discriminator Based Generative Adversarial Networks for Fast Compressed Sensing MRI Reconstruction.

Author(s): Zhenmou Yuan; Mingfeng Jiang; Yaming Wang; Bo Wei; Yongming Li; Pin Wang; Wade Menpes-Smith; Zhangming Niu; Guang Yang; Guang Yang
Published in: Frontiers in Neuroinformatics, 2020, ISSN 1662-5196
Publisher: Frontiers Research Foundation
DOI: 10.3389/fninf.2020.611666

High-Resolution Pelvic MRI Reconstruction Using a Generative Adversarial Network with Attention and Cyclic Loss

Author(s): Li, Guangyuan; Lv, Jun; Tong, Xiangrong; Wang, Chengyan; Yang, Guang
Published in: IEEE access : practical innovations, open solutions., 2021, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2021.3099695

Differences in technical and clinical perspectives on AI validation in cancer imaging: mind the gap!

Author(s): Ioanna Chouvarda, Sara Colantonio, Ana S. C. Verde, Ana Jimenez-Pastor, Leonor Cerdá-Alberich, Yannick Metz, Lithin Zacharias, Shereen Nabhani-Gebara, Maciej Bobowicz, Gianna Tsakou, Karim Lekadir, Manolis Tsiknakis, Luis Martí-Bonmati, Nikolaos Papanikolaou
Published in: European Radiology Experimental, Issue 9, 2025, Page(s) 7, ISSN 2509-9280
Publisher: Springer Science and Business Media LLC
DOI: 10.1186/s41747-024-00543-0

Exploratory Radiomic Analysis of Conventional vs. Quantitative Brain MRI: Toward Automatic Diagnosis of Early Multiple Sclerosis.

Author(s): Elizaveta Lavrova; Elizaveta Lavrova; Emilie Lommers; Henry C. Woodruff; Henry C. Woodruff; Avishek Chatterjee; Pierre Maquet; Eric Salmon; Philippe Lambin; Philippe Lambin; Christophe Phillips
Published in: Frontiers in Neuroscience, 2021, ISSN 1662-453X
Publisher: Frontiers Media S.A.
DOI: 10.3389/fnins.2021.679941

Bridging gaps between images and data: a systematic update on imaging biobanks

Author(s): Michela Gabelloni, Lorenzo Faggioni, Rita Borgheresi, Giuliana Restante, Jorge Shortrede, Lorenzo Tumminello, Camilla Scapicchio, Francesca Coppola, Dania Cioni, Ignacio Gómez-Rico, Luis Martí-Bonmatí, Emanuele Neri
Published in: European Radiology, Issue 32, 2022, Page(s) 3173-3186, ISSN 1432-1084
Publisher: Springer Science and Business Media LLC
DOI: 10.1007/s00330-021-08431-6

Analyzing the TotalSegmentator for facial feature removal in head CT scans

Author(s): M. Lindholz, R. Ruppel, S. Schulze-Weddige, G.L. Baumgärtner, I. Schobert, A. Panten, R. Schmidt, T.A. Auer, J. Nawabi, A.-M. Haack, L. Stepansky, L. Poggi, R. Hosch, C.A. Hamm, T. Penzkofer
Published in: Radiography, Issue 31, 2025, Page(s) 372-378, ISSN 1078-8174
Publisher: W. B. Saunders Co., Ltd.
DOI: 10.1016/j.radi.2024.12.018

A fully automatic artificial intelligence–based CT image analysis system for accurate detection, diagnosis, and quantitative severity evaluation of pulmonary tuberculosis

Author(s): Chenggong Yan, Lingfeng Wang, Jie Lin, Jun Xu, Tianjing Zhang, Jin Qi, Xiangying Li, Wei Ni, Guangyao Wu, Jianbin Huang, Yikai Xu, Henry C. Woodruff & Philippe Lambin
Published in: European Radiology, 2021, ISSN 0938-7994
Publisher: Springer Verlag
DOI: 10.1007/s00330-021-08365-z

MIASSR: An Approach for Medical Image Arbitrary Scale Super-Resolution

Author(s): Zhu, Jin; Tan, Chuan; Yang, Junwei; Yang, Guang; Lio', Pietro
Published in: International journal of neural systems., 2021, ISSN 0129-0657
Publisher: World Scientific Publishing Co
DOI: 10.1142/s0129065721500374

Explainable COVID-19 Infections Identification and Delineation Using Calibrated Pseudo Labels

Author(s): Ming Li; Yingying Fang; Zeyu Tang; Chibudom Onuorah; Jun Xia; Javier Del Ser; Simon Walsh; Guang Yang
Published in: IEEE Transactions on Emerging Topics in Computational Intelligence, 2022, ISSN 2471-285X
Publisher: Institute of Electrical and Electronic Engineers
DOI: 10.1109/tetci.2022.3189054

Fuzzy Attention Neural Network to Tackle Discontinuity in Airway Segmentation

Author(s): Yang Nan, Javier Del Ser, Zeyu Tang, Peng Tang, Xiaodan Xing, Yingying Fang, Francisco Herrera, Witold Pedrycz, Simon Walsh, Guang Yang
Published in: IEEE transactions on neural networks and learning systems, 2023, ISSN 2162-237X
Publisher: IEEE Computational Intelligence Society
DOI: 10.1109/tnnls.2023.3269223

The application of a workflow integrating the variable reproducibility and harmonizability of radiomic features on a phantom dataset.

Author(s): Abdalla Ibrahim; Ralph T.H. Leijenaar; Sergey Primakov; Sergey Primakov; Roland Hustinx; Felix M. Mottaghy; Felix M. Mottaghy; Henry C. Woodruff; Henry C. Woodruff; Andrew D. A. Maidment; Philippe Lambin; Philippe Lambin
Published in: Plos One, Issue 19, 2021, ISSN 1932-6203
Publisher: Public Library of Science
DOI: 10.1371/journal.pone.0251147

CHAIMELEON Project: Creation of a Pan-European Repository of Health Imaging Data for the Development of AI-Powered Cancer Management Tools

Author(s): Luis Martí Bonmatí, Ana Miguel, Amelia Suárez, Mario Aznar, Jean Paul Beregi, Laure Fournier, Emanuele Neri, Andrea Laghi, Manuela França, Francesco Sardanelli, Tobias Penzkofer, Phillipe Lambin, Ignacio Blanquer, Marion I. Menzel, Karine Seymour, Sergio Figueiras, Katharina Krischak, Ricard Martínez, Yisroel Mirsky, Guang Yang, and Ángel Alberich-Bayarri
Published in: Frontiers in Oncology, 2022, ISSN 2234-943X
Publisher: Frontiers Media S. A.
DOI: 10.3389/fonc.2022.742701

A Machine Learning Ensemble Based on Radiomics to Predict BI-RADS Category and Reduce the Biopsy Rate of Ultrasound-Detected Suspicious Breast Masses

Author(s): Matteo Interlenghi, Christian Salvatore,Veronica Magni,Gabriele Caldara ,Elia Schiavon,Andrea Cozzi,Simone Schiaffino,Luca Alessandro Carbonaro,Isabella Castiglioni, Francesco Sardanelli
Published in: Diagnostics, 2022, ISSN 2075-4418
Publisher: MDPI
DOI: 10.3390/diagnostics12010187

Data Harmonisation for Information Fusion in Digital Healthcare: A State-of-the-Art Systematic Review, Meta-Analysis and Future Research Directions

Author(s): Nan, Y; Ser, JD; Walsh, S; Schönlieb, C; Roberts, Michael; Selby, I; Howard, K; Owen, J; Neville, J; Guiot, J; Ernst, B; Pastor, A; Alberich-Bayarri, A; Menzel, MI; Walsh, S; Vos, W; Flerin, N; Charbonnier, JP; van Rikxoort, E; Chatterjee, A; Woodruff, H; Lambin, P; Cerdá-Alberich, L; Martí-Bonmatí, L; Herrera, F; Yang, G
Published in: Information Fusion, 2022, ISSN 1566-2535
Publisher: Elsevier BV
DOI: 10.1016/j.inffus.2022.01.001

Machine learning-based combined nomogram for predicting the risk of pulmonary invasive fungal infection in severely immunocompromised patients

Author(s): Chenggong Yan, Peng Hao, Guangyao Wu, Jie Lin, Jun Xu, Tianjing Zhang, Xiangying Li, Haixia Li, Sibin Wang, Yikai Xu, Henry C. Woodruff, Philippe Lambin
Published in: Annals of Translational Medicine, Issue 10, 2022, Page(s) 514-514, ISSN 2305-5839
Publisher: AME Publishing Company
DOI: 10.21037/atm-21-4980

Fast and Automated Segmentation for the Three-Directional Multi-Slice Cine Myocardial Velocity Mapping.

Author(s): Yinzhe Wu; Yinzhe Wu; Suzan Hatipoglu; Diego Alonso-Álvarez; Peter D. Gatehouse; Binghuan Li; Yikai Gao; David N. Firmin; Jennifer Keegan; Guang Yang
Published in: Diagnostics, 2021, ISSN 2075-4418
Publisher: MDPI AG
DOI: 10.3390/diagnostics11020346

3D PBV-Net: An automated prostate MRI data segmentation method

Author(s): Yao Jin, Guang Yang, Ying Fang, Ruipeng Li, Xiaomei Xu, Yongkai Liu, Xiaobo Lai
Published in: Computers in Biology and Medicine, Issue 128, 2020, Page(s) 104160, ISSN 0010-4825
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.compbiomed.2020.104160

FUTURE-AI: international consensus guideline for trustworthy and deployable artificial intelligence in healthcare

Author(s): Karim Lekadir, Alejandro F Frangi, Antonio R Porras, Ben Glocker, Celia Cintas, Curtis P Langlotz, Eva Weicken, Folkert W Asselbergs, Fred Prior, Gary S Collins, Georgios Kaissis, Gianna Tsakou, Irène Buvat, Jayashree Kalpathy-Cramer, John Mongan, Julia A Schnabel, Kaisar Kushibar, Katrine Riklund, Kostas Marias, Lameck M Amugongo, Lauren A Fromont, Lena Maier-Hein, Leonor Cerdá-Alberich, Luis M
Published in: BMJ, 2025, Page(s) e081554, ISSN 1756-1833
Publisher: BMJ
DOI: 10.1136/bmj-2024-081554

CT Reconstruction Kernels and the Effect of Pre- and Post-Processing on the Reproducibility of Handcrafted Radiomic Features

Author(s): Turkey Refaee, Zohaib Salahuddin, Yousif Widaatalla, Sergey Primakov, Henry C. Woodruff, Roland Hustinx, Felix M. Mottaghy, Abdalla Ibrahim, Philippe Lambin
Published in: Journal of Personalized Medicine, Issue 12, 2025, Page(s) 553, ISSN 2075-4426
Publisher: MDPI AG
DOI: 10.3390/jpm12040553

JAS-GAN: Generative Adversarial Network Based Joint Atrium and Scar Segmentations on Unbalanced Atrial Targets

Author(s): Jun Chen; Guang Yang; Habib Khan; Heye Zhang; Yanping Zhang; Shu Zhao; Raad H. Mohiaddin; Tom Wong; David N. Firmin; Jennifer Keegan
Published in: IEEE Journal of Biomedical and Health Informatics, 2022, ISSN 2168-2194
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/jbhi.2021.3077469

A Comparative Study of Radiomics and Deep-Learning Based Methods for Pulmonary Nodule Malignancy Prediction in Low Dose CT Images

Author(s): Astaraki Mehdi, Yang Guang, Zakko Yousuf, Toma-Dasu Iuliana, Smedby Örjan, Wang Chunliang
Published in: Frontiers in Oncology, 2021, ISSN 2234-943X
Publisher: Frontiers Media S. A.
DOI: 10.3389/fonc.2021.737368

PIC-GAN: A Parallel Imaging Coupled Generative Adversarial Network for Accelerated Multi-Channel MRI Reconstruction.

Author(s): Jun Lv; Chengyan Wang; Guang Yang
Published in: Diagnostics, 2021, ISSN 2075-4418
Publisher: MDPI
DOI: 10.3390/diagnostics11010061

HDL: Hybrid Deep Learning for the Synthesis of Myocardial Velocity Maps in Digital Twins for Cardiac Analysis

Author(s): Xiaodan Xing; Javier Del Ser; Yinzhe Wu; Yang Li; Jun Xia; Xu Lei; David Firmin; Peter Gatehouse; Guang Yang
Published in: IEEE journal of biomedical and health informatics, 2022, ISSN 2168-2194
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/jbhi.2022.3158897

The Beauty or the Beast: Which Aspect of Synthetic Medical Images Deserves Our Focus?

Author(s): Xiaodan Xing; Yang Nan; Federico Felder; Simon Walsh; Guang Yang
Published in: 2023 IEEE 36th International Symposium on Computer-Based Medical Systems (CBMS), 2023, ISSN 2372-9198
Publisher: IEEE Computer Society Press
DOI: 10.1109/cbms58004.2023.00273

Cycle-Consistent Generative Adversarial Network: Effect on Radiation Dose Reduction and Image Quality Improvement in Ultralow-Dose CT for Evaluation of Pulmonary Tuberculosis

Author(s): Yan C, Lin J, Li H, Xu J, Zhang T, Chen H, Woodruff HC, Wu G, Zhang S, Xu Y, Lambin P.
Published in: Korean Journal of Radiology, 2021, ISSN 1229-6929
Publisher: Korean Radiological Society
DOI: 10.3348/kjr.2020.0988

Automatic fine-grained glomerular lesion recognition in kidney pathology

Author(s): Yang Nan, Fengyi Li, Peng Tang, Guyue Zhang, Caihong Zeng, Guotong Xie, Zhihong Liu, Guang Yang,
Published in: Pattern Recognition, 2022, ISSN 0031-3203
Publisher: Pergamon Press
DOI: 10.1016/j.patcog.2022.108648

Documenting the de-identification process of clinical and imaging data for AI for health imaging projects

Author(s): Haridimos Kondylakis, Rocio Catalan, Sara Martinez Alabart, Caroline Barelle, Paschalis Bizopoulos, Maciej Bobowicz, Jonathan Bona, Dimitrios I. Fotiadis, Teresa Garcia, Ignacio Gomez, Ana Jimenez-Pastor, Giannis Karatzanis, Karim Lekadir, Magdalena Kogut-Czarkowska, Antonios Lalas, Kostas Marias, Luis Marti-Bonmati, Jose Munuera, Katerina Nikiforaki, Manon Pelissier, Fred Prior, Michael Rutherfor
Published in: Insights into Imaging, Issue 15, 2024, ISSN 1869-4101
Publisher: Springer Science and Business Media Deutschland GmbH
DOI: 10.1186/s13244-024-01711-x

MRI radiomics for brain metastasis sub-pathology classification from non-small cell lung cancer: a machine learning, multicenter study

Author(s): Fuxing Deng; Zhiyuan Liu; Wei Fang; Lishui Niu; Xianjing Chu; Quan Cheng; Zijian Zhang; Rongrong Zhou; Guang Yang
Published in: Physical and engineering sciences in medicine., 2023, ISSN 2662-4737
Publisher: Springer
DOI: 10.1007/s13246-023-01300-0

A Deep Multi-Task Learning Framework for Brain Tumor Segmentation

Author(s): Huang He, Yang Guang, Zhang Wenbo, Xu Xiaomei, Yang Weiji, Jiang Weiwei, Lai Xiaobo
Published in: Frontiers in Oncology, 2021, ISSN 2234-943X
Publisher: Frontiers Media S. A.
DOI: 10.3389/fonc.2021.690244

Uncertainty quantification for sparse Fourier recovery

Author(s): Hoppe, Frederik; Krahmer, Felix; Verdun, Claudio Mayrink; Menzel, Marion I.; Rauhut, Holger
Published in: ArXiv.org e-Print archive, 2023, ISSN 2331-8422
Publisher: Cornell University
DOI: 10.48550/arxiv.2212.14864

Transfer Learning Enhanced Generative Adversarial Networks for Multi-Channel MRI Reconstruction

Author(s): Lv, Jun; Li, Guangyuan; Tong, Xiangrong; Chen, Weibo; Huang, Jiahao; Wang, Chengyan; Yang, Guang
Published in: Computers in Biology and Medicine, 2021, ISSN 0010-4825
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.compbiomed.2021.104504

Hierarchical Perception Adversarial Learning Framework for Compressed Sensing MRI

Author(s): Zhifan Gao; Yifeng Guo; Jiajing Zhang; Tieyong Zeng; Guang Yang
Published in: IEEE transactions on medical imaging., 2023, ISSN 0278-0062
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tmi.2023.3240862

Discussion Paper: The Integrity of Medical AI

Author(s): Yisroel Mirsky
Published in: WDC '22: Proceedings of the 1st Workshop on Security Implications of Deepfakes and Cheapfake, 2022, ISBN 978-1-4503-9178-8
Publisher: Association for Computing Machinery
DOI: 10.1145/3494109.3527191

Three-Dimensional Embedded Attentive RNN (3D-EAR) Segmentor for Left Ventricle Delineation from Myocardial Velocity Mapping

Author(s): Kuang, Mengmeng; Wu, Yinzhe; Alonso-Álvarez, Diego; Firmin, David; Keegan, Jennifer; Gatehouse, Peter; Yang, Guang
Published in: Functional Imaging and Modeling of the Heart: 11th International Conference on Functional Imaging and Modeling of the Heart 2021, Issue Lecture notes in computer science, 2021, ISBN 978-3-030-78709-7
Publisher: Springer, Cham

Residual learning for 3D motion corrected quantitative MRI:Robust clinical T1, T2 and proton density mapping

Author(s): Carolin M. Pirkl Matteo Cencini Jan W. Kurzawski5 Diana Waldman Hongwei Li Anjany Sekuboyina Sebastian Endt Luca Peretti Graziella Donatelli Rosa Pasquariello Mauro Costagli3, Guido Buonincontri Michela Tosetti Marion I. Menzel Bjoern H. Menzel
Published in: 2021
Publisher: JMLR, Inc. and Microtome Publishing

Residual learning for 3D motion corrected quantitative MRI:Robust clinical T1, T2 and proton density mapping

Author(s): Carolin M. Pirkl Matteo Cencini Jan W. Kurzawski5 Diana Waldman Hongwei Li Anjany Sekuboyina Sebastian Endt Luca Peretti Graziella Donatelli Rosa Pasquariello Mauro Costagli3, Guido Buonincontri Michela Tosetti Marion I. Menzel Bjoern H. Menzel
Published in: Proceedings of Machine Learning Research, Issue 6, 2021, Page(s) 618-632, ISSN 2640-3498
Publisher: JMLR-JOURNAL MACHINE LEARNING RESEARCH

A Plug-and-Play Approach to Multiparametric Quantitative MRI: Image Reconstruction using Pre-Trained Deep Denoisers

Author(s): Ketan Fatania, Carolin M. Pirkl, Marion I. Menzel, Peter Hall, Mohammad Golbabaee
Published in: 2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI), 2022, ISBN 978-1-6654-2923-8
Publisher: IEEE
DOI: 10.1109/isbi52829.2022.9761603

CS$^2$: A Controllable and Simultaneous Synthesizer of Images and Annotations with Minimal Human Intervention

Author(s): Xing, Xiaodan; Huang, Jiahao; Nan, Yang; Wu, Yinzhe; Wang, Chengjia; Gao, Zhifan; Walsh, Simon; Yang, Guang
Published in: Medical Image Computing and Computer Assisted Intervention – MICCAI 2022, 2022, ISBN 978-3-031-16451-4
Publisher: Springer, Cham
DOI: 10.1007/978-3-031-16452-1_1

Estimaciones de Causalidad con Imagen Médica en Oncología

Author(s): Luis Martí-Bonmatí
Published in: Anales RANM, 2021, ISSN 0034-0634
Publisher: Real Academia de Medicina de España
DOI: 10.32440/ar.2021.138.01.rev02

Quantitative Parameter Mapping of Prostate using Stack-of-Stars and QTI Encoding

Author(s): Rolf F Schulte, Carolin M Pirkl, Pablo Garcia-Polo, Matteo Cencini, Michela Tosetti, Luis Marti-Bonmati, and Marion I Menzel
Published in: Proceedings of the Joint Annual Meeting ISMRM-ESMRMB 2022, 2022, ISSN 1524-6965
Publisher: Society of Magnetic Resonance
DOI: 10.58530/2022/0182

A deep look into radiomics

Author(s): Scapicchio Camilla; Gabelloni Michela; Barucci Andrea; Cioni Dania; Saba Luca; Neri Emanuele
Published in: La radiologia medica, Issue 15, 2021, ISSN 1826-6983
Publisher: Springer
DOI: 10.1007/s11547-021-01389-x

A review in radiomics: Making personalized medicine a reality via routine imaging.

Author(s): Julien Guiot; Akshayaa Vaidyanathan; Louis Deprez; Fadila Zerka; Denis Danthine; Anne-Noëlle Frix; Philippe Lambin; Fabio Bottari; Nathan Tsoutzidis; Benjamin Miraglio; Sean Walsh; Wim Vos; Roland Hustinx; Marta Ferreira; Pierre Lovinfosse; Ralph T.H. Leijenaar
Published in: Medicinal Research Reviews, 2021, ISSN 0198-6325
Publisher: John Wiley & Sons Inc.
DOI: 10.1002/med.21846

Transparency of deep neural networks for medical image analysis: A review of interpretability methods

Author(s): Zohaib Salahuddina, Henry C.Woodruff, Avishek Chatterjee, PhilippeLambin
Published in: Computers in Biology and Medicine, 2022, ISSN 0010-4825
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.compbiomed.2021.105111

FA-GAN: Fused attentive generative adversarial networks for MRI image super-resolution

Author(s): Mingfeng Jiang; Minghao Zhi; Liying Wei; Xiaocheng Yang; Jucheng Zhang; Yongming Li; Pin Wang; Jiahao Huang; Guang Yang
Published in: Computerized Medical Imaging and Graphics, 2021
Publisher: Science Direct
DOI: 10.1016/j.compmedimag.2021.101969

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