Perception Ultrasound by Learning Sonographic Experience

Project Information

PULSE

Grant agreement ID: 694581

DOI 10.3030/694581

Project closed

EC signature date 12 October 2016

Start date 1 November 2016

End date 30 April 2023

Funded under

• EXCELLENT SCIENCE - European Research Council (ERC)

Total cost € 2 462 015,00

EU contribution € 2 462 015,00

Coordinated by

THE CHANCELLOR, MASTERS AND SCHOLARS OF THE UNIVERSITY OF OXFORD
United Kingdom

Publications

Conference proceedings (44)

Multimodal-GuideNet: gaze-probe bidirectional guidance in obstetric ultrasound scanning

Author(s): Qianhui Men, Clare Teng, Lior Drukker, Aris T. Papageorghiou & J. Alison Noble
Published in: Medical Image Computing and Computer Assisted Intervention – MICCAI 2022, Issue LNCS,volume 13437, 2022, Page(s) 94-103, ISBN 978-3-031-16449-1
Publisher: Springer
DOI: 10.1007/978-3-031-16449-1_10

First Trimester Video Saliency Prediction Using Clstmu-Net with Stochastic Augmentation

Author(s): Elizaveta Savochkina; Lok Hin Lee; He Zhao; Lior Drukker; Aris T. Papageorghiou; J. Alison Noble
Published in: 2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI), 2022, ISBN 978-1-6654-2923-8
Publisher: IEEE
DOI: 10.1109/isbi52829.2022.9761585

Captioning ultrasound images automatically

Author(s): Alsharid, M., Sharma, H., Drukker, L., Chatelain, P., Papageorghiou, A.T., Noble, J.A.
Published in: Medical Image Computing and Computer Assisted Intervention – MICCAI 2019, Issue 11767, 2019, ISBN 978-3-030-32251-9
Publisher: Springer, Cham
DOI: 10.1007/978-3-030-32251-9_37

AUTOMATED DESCRIPTION AND WORKFLOW ANALYSIS OF FETAL ECHOCARDIOGRAPHY IN FIRST-TRIMESTER ULTRASOUND VIDEO SCANS

Author(s): Robail Yasrab, Mohammad Alsharid, Md. Mostafa Kamal Sarker, He Zhao, Aris T. Papageorghiou, J. Alison Noble
Published in: ISBI 2023, Issue International Symposium on Biomedical Imaging, 2023
Publisher: IEEE

CNSEG-GAN: A LIGHTWEIGHT GENERATIVE ADVERSARIAL NETWORK FOR SEGMENTATION OF CRL AND NT FROM FIRST-TRIMESTER FETAL ULTRASOUND

Author(s): Md. Mostafa Kamal Sarker, Robail Yasrab, Mohammad Alsharid, Aris T. Papageorghiou, J. Alison Noble
Published in: ISBI 2023, 2023
Publisher: IEEE

Automatic Probe Movement Guidance for Freehand Obstetric Ultrasound.

Author(s): Richard Droste; Lior Drukker; Aris T. Papageorghiou; J. Alison Noble
Published in: Medical Image Computing and Computer Assisted Intervention – MICCAI, Issue 2020, 2020, Page(s) 583-592, ISBN 978-3-030-59715-3
Publisher: Springer-Verlag
DOI: 10.1007/978-3-030-59716-0_56

Towards unsupervised ultrasound video clinical quality assessment with multi-modality data

Author(s): He Zhao, Qingqing Zheng, Clare Teng, Robail Yasrab, Lior Drukker, Aris T. Papageorghiou & J. Alison Noble
Published in: Medical Image Computing and Computer Assisted Intervention – MICCAI 2022, Issue LNCS,volume 13434, 2022, Page(s) 228-237, ISBN 978-3-031-16440-8
Publisher: Springer
DOI: 10.1007/978-3-031-16440-8_22

USPoint: Self-Supervised Interest Point Detection and Description for Ultrasound-Probe Motion Estimation During Fine-Adjustment Standard Fetal Plane Finding

Author(s): Cheng Zhao, Richard Droste, Lior Drukker, Aris T. Papageorghiou & J. Alison Noble
Published in: Medical Image Computing and Computer Assisted Intervention – MICCAI 2022., Issue Lecture Notes in Computer Science, vol 13437, 2022, ISBN 978-3-031-16448-4
Publisher: Springer
DOI: 10.1007/978-3-031-16449-1_11

Multimodal Continual Learning with Sonographer Eye-Tracking in Fetal Ultrasound

Author(s): Arijit Patra, Yifan Cai, Pierre Chatelain, Harshita Sharma, Lior Drukker, Aris T. Papageorghiou & J. Alison Noble
Published in: Simplifying Medical Ultrasound. ASMUS 2021, Issue Lecture Notes in Computer Science(), vol 12967, 2021, ISBN 978-3-030-87582-4
Publisher: Springer
DOI: 10.1007/978-3-030-87583-1_2

Skill characterisation of sonographer gaze patterns during second trimester clinical fetal ultrasounds using time curves

Author(s): Clare Teng; Lok Hin Lee; Jayne Lander; Lior Drukker; Aris T Papageorghiou; J. Alison Noble
Published in: Symposium on Eye Tracking Research and Applications, Issue ETRA '22: 2022, 2022, Page(s) 1-7, ISBN 978-1-4503-9252-5
Publisher: Association for Computing Machinery
DOI: 10.1145/3517031.3529637

Automatic determination of the fetal cardiac cycle in ultrasound using spatio-temporal neural networks

Author(s): L. H. Lee, J. A. Noble
Published in: 2020 IEEE 17th International Symposium on Biomedical Imaging (ISBI), 2020, Page(s) 1937-1940, ISBN 978-1-5386-9331-5
Publisher: IEEE
DOI: 10.1109/isbi45749.2020.9098613

Label efficient localization of fetal brain biometry planes in ultrasound through metric learning

Author(s): Yuan Gao, Sridevi Beriwal, Rachel Craik, Aris T. Papageorghiou & J. Alison Noble
Published in: International Workshop on Advances in Simplifying Medical Ultrasound, Issue vol 12437, 2020, Page(s) 126-135, ISBN 978-3-030-60334-2
Publisher: Springer
DOI: 10.1007/978-3-030-60334-2_13

Learning and understanding deep spatio-temporal representations from free-hand fetal ultrasound sweeps

Author(s): Yuan Gao, J. Alison Noble
Published in: Medical Image Computing and Computer Assisted Intervention – MICCAI 2019, Issue Oct 2019, 2019, Page(s) 299-308, ISBN 978-3-030-32253-3
Publisher: Springer-Verlag
DOI: 10.1007/978-3-030-32254-0_34

A Curriculum Learning Based Approach to Captioning Ultrasound Images

Author(s): Mohammad Alsharid, Rasheed El-Bouri, Harshita Sharma & J. Alison Noble
Published in: Medical Ultrasound, and Preterm, Perinatal and Paediatric Image Analysis. ASMUS PIPPI 2020 2020, Issue Lecture Notes in Computer Science(), vol 12437, 2020, ISBN 978-3-030-60333-5
Publisher: Springer
DOI: 10.1007/978-3-030-60334-2_8

Towards Scale and Position Invariant Task Classification Using Normalised Visual Scanpaths in Clinical Fetal Ultrasound

Author(s): Teng, C., Sharma, H., Drukker, L., Papageorghiou, A.T., Noble, J.A
Published in: Simplifying Medical Ultrasound. ASMUS 2021, Issue Lecture Notes in Computer Science(), vol 12967, 2021, ISBN 978-3-030-87582-4
Publisher: Springer
DOI: 10.1007/978-3-030-87583-1_13

Skill, or Style? Classification of Fetal Sonography Eye-Tracking Data

Author(s): Clare Teng, Lior Drukker, Aris T Papageorghiou, J Alison Noble
Published in: Proceedings of The 1st Gaze Meets ML workshop, Issue PMLR 210, 2023, Page(s) 184-198
Publisher: Journal of Machine Learning Research

Visualising spatio-temporal gaze characteristics for exploratory data analysis in clinical fetal ultrasound scans

Author(s): Clare Teng, Harshita Sharma, Lior Drukker, Aris T Papageorghiou, J. Alison Noble
Published in: ETRA '22: 2022 Symposium on Eye Tracking Research and Applications, Issue June 2022, 2022, Page(s) 1-6
Publisher: Association for Computing Machinery
DOI: 10.1145/3517031.3529635

First Trimester Gaze Pattern Estimation Using Stochastic Augmentation Policy Search for Single Frame Saliency Prediction

Author(s): Savochkina, E., Lee, L.H., Drukker, L., Papageorghiou, A.T., Noble, J.A
Published in: Medical Image Understanding and Analysis. MIUA 2021, Issue Lecture Notes in Computer Science(), vol 12722, 2021, ISBN 978-3-030-80431-2
Publisher: Springer
DOI: 10.1007/978-3-030-80432-9_28

Self-knowledge distillation for first trimester ultrasound saliency prediction

Author(s): Mourad Gridach, Elizaveta Savochkina, Lior Drukker, Aris T. Papageorghiou & J. Alison Noble
Published in: Simplifying Medical Ultrasound. ASMUS 2022, Issue Lecture Notes in Computer Science, vol 13565, 2022, ISBN 978-3-031-16902-1
Publisher: Springer
DOI: 10.1007/978-3-031-16902-1_12

Self-supervised Contrastive Video-Speech Representation Learning for Ultrasound.

Author(s): Jianbo Jiao; Yifan Cai; Mohammad Alsharid; Lior Drukker; Aris T. Papageorghiou; J. Alison Noble
Published in: Medical Image Computing and Computer Assisted Intervention – MICCAI 2020, Issue 2020, 2020, Page(s) 534-543, ISBN 9783030597153
Publisher: Springer, Cham
DOI: 10.48550/arxiv.2008.06607

Efficient ultrasound image analysis models with sonographer gaze assisted distillation

Author(s): Patra, A., Cai, Y., Chatelain, P., Sharma, H., Drukker, L., Papageorghiou, A. T., & Noble, J. A.
Published in: Medical Image Computing and Computer Assisted Intervention – MICCAI 2019, Issue Lecture Notes in Computer Science(), vol 11767, 2019, ISBN 978-3-030-32250-2
Publisher: Springer, Cham
DOI: 10.1007/978-3-030-32251-9_43

Principled ultrasound data augmentation for classification of standard planes

Author(s): Lok Hin Lee, Yuan Gao & J. Alison Noble
Published in: Information Processing in Medical Imaging. IPMI 2021, Issue Lecture Notes in Computer Science(), vol 12729, 2021, ISBN 978-3-030-78191-0
Publisher: Springer
DOI: 10.1007/978-3-030-78191-0_56

Weakly supervised captioning of ultrasound images

Author(s): Mohammad Alsharid, Harshita Sharma, Lior Drukker, Aris T. Papageorgiou & J. Alison Noble
Published in: MIUA 2022: Medical Image Understanding and Analysis, Issue LNCS,volume 13413, 2022, Page(s) 187-198, ISBN 978-3-031-12053-4
Publisher: Springer
DOI: 10.1007/978-3-031-12053-4_14

Learning spatio-temporal aggregation for fetal heart analysis in ultrasound video

Author(s): Patra, A., Huang, W., Noble, J.A
Published in: Deep Learning in Medical Image Analysis and Multimodal Learning for Clinical Decision Support, Issue Lecture Notes in Computer Science(), vol 10553, 2017, ISBN 978-3-319-67558-9
Publisher: Springer, Cham
DOI: 10.1007/978-3-319-67558-9_32

Generating controllable ultrasound images of the fetal head

Author(s): LH Lee, JA Noble
Published in: 17th IEEE International Symposium on Biomedical Imaging (ISBI 2020), 2020, Page(s) 1761-1764, ISBN 9781538693315
Publisher: IEEE
DOI: 10.1109/isbi45749.2020.9098578

Discovering Salient Anatomical Landmarks by Predicting Human Gaze

Author(s): Richard Droste; Pierre Chatelain; Lior Drukker; Harshita Sharma; Aris T. Papageorghiou; J.A. Noble
Published in: IEEE International Symposium on Biomedical Imaging, Issue 2020, 2020, Page(s) 1711-1714
Publisher: IEEE
DOI: 10.1109/isbi45749.2020.9098505

Multi-task SonoEyeNet: Detection of Fetal Standardized Planes Assisted by Generated Sonographer Attention Maps

Author(s): Yifan Cai, Harshita Sharma, Pierre Chatelain, J. Alison Noble
Published in: Medical Image Computing and Computer Assisted Intervention – MICCAI 2018 - 21st International Conference, Granada, Spain, September 16-20, 2018, Proceedings, Part I, Issue 11070, 2018, Page(s) 871-879, ISBN 978-3-030-00927-4
Publisher: Springer International Publishing
DOI: 10.1007/978-3-030-00928-1_98

Ultrasound Image Representation Learning by Modeling Sonographer Visual Attention

Author(s): Richard Droste, Yifan Cai, Harshita Sharma, Pierre Chatelain, Lior Drukker, Aris T. Papageorghiou, J. Alison Noble
Published in: Information Processing in Medical Imaging - 26th International Conference, IPMI 2019, Hong Kong, China, June 2–7, 2019, Proceedings, Issue 11492, 2019, Page(s) 592-604, ISBN 978-3-030-20350-4
Publisher: Springer International Publishing
DOI: 10.1007/978-3-030-20351-1_46

Spatio-Temporal Partitioning And Description Of Full-Length Routine Fetal Anomaly Ultrasound Scans

Author(s): H. Sharma, R. Droste, P. Chatelain, L. Drukker, A.T. Papageorghiou, J.A. Noble
Published in: 2019 IEEE 16th International Symposium on Biomedical Imaging (ISBI 2019), Issue Annual, 2019, Page(s) 987-990, ISBN 978-1-5386-3641-1
Publisher: IEEE
DOI: 10.1109/isbi.2019.8759149

SonoEyeNet: Standardized fetal ultrasound plane detection informed by eye tracking

Author(s): Y. Cai, H. Sharma, P. Chatelain, J. A. Noble
Published in: 2018 IEEE 15th International Symposium on Biomedical Imaging (ISBI 2018), Issue Annually, 2018, Page(s) 1475-1478, ISBN 978-1-5386-3636-7
Publisher: IEEE
DOI: 10.1109/isbi.2018.8363851

Towards Capturing Sonographic Experience: Cognition-Inspired Ultrasound Video Saliency Prediction

Author(s): Droste, R., Cai, Y., Sharma, H., Chatelain, P., Papageorghiou, A.T., Noble, J.A.
Published in: Medical Image Understanding and Analysis. MIUA 2019, Issue Communications in Computer and Information Science, vol 1065, 2020, ISBN 978-3-030-39343-4
Publisher: Springer, Cham
DOI: 10.1007/978-3-030-39343-4_15

Anatomy-Aware Contrastive Representation Learning for Fetal Ultrasound

Author(s): Fu, Zeyu; Jiao, Jianbo; Yasrab, Robail; Drukker, Lior; Papageorghiou, Aris T.; Noble, J. Alison
Published in: ECCV 2022: Computer Vision – ECCV 2022 Workshops, Issue 13803, 2023, Page(s) 422-436, ISBN 978-3-031-25066-8
Publisher: Springer, Cham
DOI: 10.48550/arxiv.2208.10642

Unified Image and Video Saliency Modeling

Author(s): Richard Droste, Jianbo Jiao & J. Alison Noble
Published in: Lecture Notes in Computer Science, Issue LNIP, volume 12350, 2020, Page(s) 419-435, ISBN 978-3-030-58558-7
Publisher: Springer
DOI: 10.1007/978-3-030-58558-7_25

Densely Attentional Network for first trimester fetal ultrasound video automated CRL and NT segmentation

Author(s): Mourad Gridach, Robail Yasrab, Lior Drukker, Aris T. Papageorghiou, J. Alison Noble
Published in: IEEE - ISBI 2023 International Symposium on Biomedical Imaging, Issue IEEE - ISBI 2023 International Symposium on Biomedical Imaging, 2023
Publisher: IEEE

A Course-Focused Dual Curriculum For Image Captioning

Author(s): Mohammad Alsharid; Rasheed El-Bouri; Harshita Sharma; Lior Drukker; Aris T. Papageorghiou; J. Alison Noble
Published in: 2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI), 2021, Page(s) pp. 716-720, ISBN 978-1-6654-1246-9
Publisher: IEEE
DOI: 10.1109/isbi48211.2021.9434055

A Dual Adversarial Calibration Framework for Automatic Fetal Brain Biometry

Author(s): Gao Y., Lee L., Droste R., Craik R., Beriwal S., Papageorghiou A., Noble A.
Published in: 2021 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW), 2021, Page(s) 3239-3247
Publisher: IEEE/CVF
DOI: 10.1109/iccvw54120.2021.00363

End-to-End First Trimester Fetal Ultrasound Video Automated CRL And NT Segmentation

Author(s): Robail Yasrab; Zeyu Fu; Lior Drukker; Lok Hin Lee; He Zhao; Aris T. Papageorghiou; J. Alison Noble
Published in: 2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI), 2022, Page(s) 1-5, ISBN 978-1-6654-2923-8
Publisher: IEEE
DOI: 10.1109/isbi52829.2022.9761400

Towards Standard Plane Prediction of Fetal Head Ultrasound with Domain Adaption

Author(s): Qianhui Men, He Zhao, Lior Drukker, Aris T. Papageorghiou, J. Alison Noble
Published in: IEEE - ISBI 2023 International Symposium on Biomedical Imaging, 2023
Publisher: IEEE

Task‐evoked pupillary response as an index of cognitive workload of sonologists undertaking fetal ultrasound

Author(s): H. Sharma, L. Drukker, R. Droste, P. Chatelain, A.T. Papageorghiou, J.A. Noble
Published in: Ultrasound in Obstetrics & Gynecology, Issue 56 S1, 2020, Page(s) 1-402, ISSN 0960-7692
Publisher: Wiley
DOI: 10.1002/uog.22266

Bioeffects safety indices of ultrasound: quantifying adherence to recommendations on routine obstetric scan

Author(s): Drukker L., Droste R., Chatelain P., Noble JA., Papageorghiou AT.
Published in: Abstracts of the 29th World Congress on Ultrasound in Obstetrics and Gynecology, Issue 54 S1, 2019, Page(s) 24
Publisher: Wiley
DOI: 10.1002/uog.20484

First trimester scans: how much time does it take to acquire the CRL and NT?

Author(s): L. Drukker, R. Yasrab, J.A. Noble, A.T. Papageorghiou
Published in: Abstracts of the 31st World Congress on Ultrasound in Obstetrics and Gynecology, 15–17 October 2021, Virtual, Issue Volume 58, Issue S1, 2021, Page(s) 174
Publisher: Wiley
DOI: 10.1002/uog.24303

Visual-Assisted Probe Movement Guidance for Obstetric Ultrasound Scanning Using Landmark Retrieval.

Author(s): Zhao, C., Droste, R., Drukker, L., Papageorghiou, A.T., Noble, J.A.
Published in: Medical Image Computing and Computer Assisted Intervention – MICCAI 2021, Issue MICCAI 2021. Lecture Notes in Computer Science(), vol 12908, 2021, Page(s) 670-679, ISBN 978-3-030-87237-3
Publisher: Springer
DOI: 10.1007/978-3-030-87237-3_64

Self-Supervised Representation Learning for Ultrasound Video

Author(s): Jianbo Jiao; Richard Droste; Lior Drukker; Aris T. Papageorghiou; J. Alison Noble
Published in: IEEE International Symposium on Biomedical Imaging, Issue 2020, 2020, Page(s) 1847-1850
Publisher: IEEE
DOI: 10.48550/arxiv.2003.00105

Multi-modal learning from video, eye tracking, and pupillometry for operator skill characterization in clinical fetal ultrasound

Author(s): Harshita Sharma; Lior Drukker; Aris T. Papageorghiou; J. Alison Noble
Published in: 2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI), 2021, Page(s) pp. 1646-1649, ISBN 978-1-6654-1246-9
Publisher: IEEE
DOI: 10.1109/isbi48211.2021.9433863

Thesis and dissertations (8)

Deep learning Sonographer Visual Attention

Author(s): Yifan Cai
Published in: 2019
Publisher: University of Oxford

Generating textual captions for ultrasound visuals in an automated fashion

Author(s): Mohammad Alsharid
Published in: 2021
Publisher: University of Oxford

Delving deep into fetal ultrasound video analysis

Author(s): Arijit Patra
Published in: 2020
Publisher: University of Oxford

Automatic Sonographer Skills Assessment

Author(s): Yipei Wang
Published in: 2023
Publisher: University of Oxford

Describing obstetric ultrasound video content using deep learning

Author(s): Yuan Gao
Published in: 2019
Publisher: University of Oxford

Advancing ultrasound image analysis by capturing operator gaze patterns

Author(s): Richard Droste
Published in: 2021
Publisher: University of Oxford

Fetal gestational age estimation without clinical measurement using deep learning

Author(s): Lok Hin Lee
Published in: 2021
Publisher: University of Oxford

First Trimester Gaze and Probe Motion Guidance for Obstetric Ultrasound Scanning

Author(s): Elizaveta Savochkina
Published in: 2023
Publisher: University of Oxford

Peer reviewed articles (14)

A picture is worth a thousand words: textual analysis of the routine 20-week scan.

Author(s): M. Alsharid; L. Drukker; H. Sharma; J. A. Noble; A. T. Papageorghiou
Published in: Ultrasound in Obstetrics & Gynecology, Issue 60.5, 2022, Page(s) 710-711, ISSN 0960-7692
Publisher: John Wiley & Sons Inc.
DOI: 10.1002/uog.24972

Expected-value bias in routine third-trimester growth scans.

Author(s): Lior Drukker; Richard Droste; Pierre Chatelain; J.A. Noble; Aris T. Papageorghiou
Published in: Ultrasound in Obstetrics & Gynecology, Issue 55.3, 2019, Page(s) 375-382, ISSN 0960-7692
Publisher: John Wiley & Sons Inc.
DOI: 10.1002/uog.21929

Introduction to artificial intelligence in ultrasound imaging in obstetrics and gynecology

Author(s): Lior Drukker; J.A. Noble; Aris T. Papageorghiou
Published in: Ultrasound in Obstetrics and Gynecology, Issue 56.4, 2020, Page(s) 498-505, ISSN 0960-7692
Publisher: John Wiley & Sons Inc.
DOI: 10.1097/ogx.0000000000000910

Machine learning-based analysis of operator pupillary response to assess cognitive workload in clinical ultrasound imaging

Author(s): Harshita Sharma, Lior Drukker, Aris T. Papageorghiou, J. Alison Noble
Published in: Computers in Biology and Medicine, Issue Volume 135, August 2021, 104589, 2021, ISSN 0010-4825
Publisher: Pergamon Press Ltd.
DOI: 10.1016/j.compbiomed.2021.104589

Safety indices of ultrasound: Adherence to recommendations and awareness during routine obstetric ultrasound scanning

Author(s): Drukker, Lior; Droste, Richard; Chatelain, Pierre; Noble, J. Alison; Papageorghiou, Aris T.
Published in: Ultraschall in der Medizin - European Journal of Ultrasound, Issue 41.02, 2019, Page(s) 138-145, ISSN 1879-0623
Publisher: Thieme
DOI: 10.1055/a-1074-0722

Transforming obstetric ultrasound into data science using eye tracking, voice recording, transducer motion and ultrasound video.

Author(s): Lior Drukker; Harshita Sharma; Richard Droste; Mohammad Alsharid; Pierre Chatelain; J. Alison Noble; Aris T. Papageorghiou
Published in: Scientific Reports, Issue Vol 11, Iss 1, 2021, Page(s) 1-12, ISSN 2045-2322
Publisher: Nature Publishing Group
DOI: 10.1038/s41598-021-92829-1

Evaluation of Gaze Tracking Calibration for Longitudinal Biomedical Imaging Studies

Author(s): Pierre Chatelain, Harshita Sharma, Lior Drukker, Aris T. Papageorghiou, J. Alison Noble
Published in: IEEE Transactions on Cybernetics, Issue monthly, 2018, Page(s) 1-11, ISSN 2168-2267
Publisher: IEEE Advancing Technology for Humanity
DOI: 10.1109/tcyb.2018.2866274

Spatio-temporal visual attention modelling of standard biometry plane-finding navigation.

Author(s): Yifan Cai; Richard Droste; Harshita Sharma; Pierre Chatelain; Lior Drukker; Aris T. Papageorghiou; J. Alison Noble
Published in: Medical Image Analysis, Issue 65, 2020, ISSN 1361-8415
Publisher: Elsevier BV
DOI: 10.1016/j.media.2020.101762

Knowledge representation and learning of operator clinical workflow from full-length routine fetal ultrasound scan videos

Author(s): Harshita Sharma a, Lior Drukker b, Pierre Chatelain a, Richard Droste a, Aris T. Papageorghiou b, J. Alison Noble
Published in: Medical Image Analysis, Issue 69, 2021, ISSN 1361-8415
Publisher: Elsevier BV
DOI: 10.1016/j.media.2021.101973

Clinical workflow of sonographers performing fetal anomaly ultrasound scans: deep learning-based analysis

Author(s): L. Drukker; H. Sharma; J. N. Karim; R. Droste; J. A. Noble; A. T. Papageorghiou
Published in: Ultrasound in Obstetrics and Gynecology, Issue 60.6, 2022, Page(s) 759-765, ISSN 0960-7692
Publisher: John Wiley & Sons Inc.
DOI: 10.1002/uog.24975

A machine learning method for automated description and workflow analysis of first trimester ultrasound scans

Author(s): Robail Yasrab; Zeyu Fu; He Zhao; Lok Hin Lee; Harshita Sharma; Lior Drukker; Aris T Papageorgiou; J. Alison Noble
Published in: IEEE Transactions on Medical Imaging, Issue Vol 42, Issue 5, 2022, Page(s) 1301-1313, ISSN 0278-0062
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tmi.2022.3226274

Task model-specific operator skill assessment in routine fetal ultrasound scanning

Author(s): Wang, Y; Yang, Q; Drukker, L; Papageorghiou, A; Hu, Y; Noble, JA
Published in: International Journal for Computer Assisted Radiology and Surgery (IJCARS), Issue 17, 2022, Page(s) 1437–1444, ISSN 1861-6410
Publisher: Springer Verlag
DOI: 10.1007/s11548-022-02642-y

Simulating realistic fetal neurosonography images with appearance and growth change using cycle-consistent adversarial networks and an evaluation

Author(s): Xu, Y., Lee, L. H., Drukker, L., Yaqub, M., Papageorghiou, A. T., & Noble, A. J.
Published in: Journal of Medical Imaging, Issue 7.5, 2020, ISSN 2329-4310
Publisher: SPIE
DOI: 10.1117/1.jmi.7.5.057001

Gaze-assisted automatic captioning of fetal ultrasound videos using three-way multi-modal deep neural networks

Author(s): Mohammad Alsharid, Yifan Cai, Harshita Sharma, Lior Drukker, Aris T. Papageorghiou, J. Alison Noble
Published in: Medical Image Analysis, Issue Volume 82, November 2022, 102630, 2022, ISSN 1361-8415
Publisher: Elsevier BV
DOI: 10.1016/j.media.2022.102630