תחומי מחקר
כתב למעלה מ-70 מאמרים מקוריים ומאמרי סקירה העוסקים בתחום האולטרה-סאונד, מיילדות וגינקולוגיה.
מרצה בכיר בפקולטה לרפואה של אוניברסיטת תל-אביב
חבר מערכת ועורך בעיתון המוביל
Ultrasound in Obstetrics and Gynecology
רשימת הפרסומים באתר Pubmed ו-Google Scholar
תחומי מחקר:
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בינה מלאכותית ואולטרסאונד
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סקירת מערכות
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סקירת מערכות שלישית
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הפרעות בגדילת העובר
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מומי עובר
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שיפור איכות הטיפול
רשימת פרסומים
Teng C, Drukker L, Papageorghiou A, Noble JA. Skill, or Style? Classification of Fetal Sonography Eye-Tracking Data
Gaze Meets Machine Learning 2022
Fu Z, Jiao J, Yasrab R, Drukker L, Papageorghiou A, Noble JA. Anatomy-Aware Contrastive Representation Learning for Fetal Ultrasound. ECCV-MCV 2022
Men Q, Drukker L, Papageorghiou A, Noble JA. Towards Unsupervised Ultrasound Video Clinical Quality Assessment with Multi-Modality Data. Med Image Comput Comput Assist Interv 2022
Zhao C, Droste R, Drukker L, Papageorghiou A, Noble JA. USPoint: Self-Supervised Interest Point Detection and Description for Ultrasound-Probe Motion Estimation during Fine-Adjustment Standard Fetal Plane Finding. Med Image Comput Comput Assist Interv 2022
Zhao H, Zheng G, Teng C, Yasrab R, Drukker L, Papageorghiou A, Noble JA. Multimodal-GuideNet: Gaze-Probe Bidirectional Guidance in Obstetric Ultrasound Scanning. Med Image Comput Comput Assist Interv 2022
Alsharid M, Sharma H, Drukker L, Papageoghiou AT, Noble JA. Weakly Supervised Captioning of Ultrasound Images
Medical Image Understanding and Analysis 2022
Alsharid M, Drukker L, Sharma H, Noble JA, Papageorghiou AT. A picture is worth 1000 words: textual analysis of routine 20-week scan. Ultrasound Obstet Gynecol 2022
Drukker L, Sharma H, Droste R, Chatelian P, Noble JA, Papageorghiou AT. Analyzing sonographer anomaly scan workflow using machine learning. Ultrasound Obstet Gynecol 2022
Alsharid M, Cai Y, Sharma H, Drukker L, Papageorghiou AT, Noble JA. Gaze-assisted automatic captioning of fetal ultrasound videos using three-way multi-modal deep learning models. Med Image Anal. 2022
Wang Y, Yang Q, Drukker L, Papageorghiou AT, Hu Y, Noble JA. Task Model-Specific Operator Skill Assessment in Routine Fetal Ultrasound Scanning. International Journal of Computer Assisted Radiology and Surgery 2022
Teng C, Sharma H, Drukker L, Papageorghiou AT, Noble JA. Skill Characterisation of Sonographer Gaze Patterns during Second Trimester Clinical Fetal Ultrasounds using Time Curves. Eye Tracking Research and Applications 2022
Teng C, Lokhin L, Lander J, Drukker L, Papageorghiou AT, Noble JA. Visualising Spatial-Temporal Gaze Characteristics for Exploratory Data Analysis in Clinical Fetal Ultrasound Scans. Eye Tracking Research and Applications 2022
Wang Y, Yang Q, Drukker L, Papageorghiou AT, Hu Y, Noble JA. Task Model-Specific Operator Skill Assessment in Routine Fetal Ultrasound Scanning. International Conference on Information Processing in Computer-Assisted Interventions 2022
Drukker L, Droste R, Ioannou C, Impey L, Papageorghiou AT. Function and safety of SlowflowHD ultrasound Doppler in obstetrics. Ultrasound Med Biol. 2022
Drukker L. Real-time identification of fetal anomalies on ultrasound using Artificial Intelligence What’s next? Ultrasound Obstet Gynecol 2022
Savochkina E, Zhao H, Drukker L, Papageorghiou AT, Noble JA. First Trimester Video Saliency Prediction Using Clstmu-Net With Stochastic Augmentation. IEEE Int Symp Biomed Imaging 2022
Yasrab R, Fu Z, Lee LH, Zhao H, Drukker L, Papageorghiou AT, Noble JA. End-to-end first trimester fetal Ultrasound video automated CRL and NT Segmentation. IEEE Int Symp Biomed Imaging 2022
Patra A, Cai Y, Sharma H, Drukker L, Papageorghiou AT, Noble JA. Multimodal continual learning with sonographer eye-tracking in fetal ultrasound. Simpl Med Ultrasound 2021
Teng C, Sharma H, Drukker L, Papageorghiou AT, Noble JA. Towards Scale and Position Invariant Task Classification using Normalised Visual Scanpaths in Clinical Fetal Ultrasound. Simpl Med Ultrasound 2021
Harshita A, Drukker L, Papageorghiou AT, Noble JA. Machine learning-based Analysis of Operator Pupillary Response to Assess Cognitive Workload in Clinical Ultrasound Imaging. Computers in Biology and Medicine Comput Biol Med. 2021
Zhao C, Droste R, Drukker L, Papageorghiou AT, Noble JA. Visual-Assisted Probe Movement Guidance for Obstetric Ultrasound Scanning using Landmark Retrieval. Med Image Comput Comput Assist Interv. 2021
Drukker L, Sharma H, Droste R, Alsharid M, Chatelain P, Noble JA, Papageorghiou AT. Transforming obstetric ultrasound into data science using eye tracking, voice recording, transducer motion and ultrasound video. Sci Rep 2021
Sharma H, Drukker L, Papageorghiou AT, Noble JA. Machine learning-based analysis of operator pupillary response to assess cognitive workload in clinical ultrasound. imaging Comput Biol Med 2021
Salim I, Staines-Urias E, Mathewlynn S, Drukker L, Vatish M, Impey L. Correction: The impact of a routine late third trimester growth scan on the incidence, diagnosis, and management of breech presentation in Oxfordshire, UK: A cohort study. PLoS Med 2021
Rodriguez-Sibaja MJ, Villar J, Ohuma EO, Napolitano R, Heyl S, Carvalho M, Jaffer YA, Noble JA, Oberto M, Purwar M, Pang R, Cheikh Ismail L, Lambert A, Gravett MG, Salomon LJ, Drukker L, Barros FC, Kennedy SH, Bhutta ZA, Papageorghiou AT. Fetal cerebellar growth and Sylvian fissure maturation: international standards from Fetal Growth Longitudinal Study of INTERGROWTH-21(st) Project. Ultrasound Obstet Gynecol 2021
Drukker L, Impey L, Papageorghiou AT. Fetal abnormalities detected during third-trimester ultrasound for fetal growth. Am J Obstet Gynecol 2021
Sharma H, Drukker L, Chatelain P, Droste R, Papageorghiou AT, Noble JA. Knowledge representation and learning of operator clinical workflow from full-length routine fetal ultrasound scan videos. Med Image Anal 2021
Salim I, Staines-Urias E, Mathewlynn S, Drukker L, Vatish M, Impey L. The impact of a routine late third trimester growth scan on the incidence, diagnosis, and management of breech presentation in Oxfordshire, UK: A cohort study. PLoS Med 2021
Drukker L, Bradburn E, Rodriguez GB, Roberts NW, Impey L, Papageorghiou AT. Authors' reply re: How often do we identify fetal abnormalities during routine third-trimester ultrasound? A systematic review and meta-analysis: Detecting fetal anomalies during late pregnancy ultrasound: incidental finding or targeted screening? BJOG 2021
Wang Y, Droste R, Jiao J, Sharma H, Drukker L, Papageorghiou AT, Noble JA. Differentiating Operator Skill during Routine Fetal Ultrasound Scanning using Probe Motion Tracking. Med Ultrasound Preterm Perinat Paediatr Image Anal 2020
Alsharid M, El-Bouri R, Sharma H, Drukker L, Papageorghiou AT, Noble JA. A Curriculum Learning Based Approach to Captioning Ultrasound Images. Med Ultrasound Preterm Perinat Paediatr Image Anal 2020
Jiao J, Cai Y, Alsharid M, Drukker L, Papageorghiou AT, Noble JA. Self-supervised Contrastive Video-Speech Representation Learning for Ultrasound. Med Image Comput Comput Assist Interv 2020
Drukker L, Noble JA, Papageorghiou AT. Introduction to artificial intelligence in ultrasound imaging in obstetrics and gynecology. Ultrasound Obstet Gynecol 2020
Droste R, Drukker L, Papageorghiou AT, Noble JA. Automatic Probe Movement Guidance for Freehand Obstetric Ultrasound. Med Image Comput Comput Assist Interv 2020
Drukker L, Bradburn E, Rodriguez GB, Roberts NW, Impey L, Papageorghiou AT. How often do we identify fetal abnormalities during routine third-trimester ultrasound? A systematic review and meta-analysis BJOG 2021
Drukker L, Staines-Urias E, Papageorghiou AT. The INTERGROWTH-21(st) Doppler centile charts: complementing tools for monitoring of growth and development from pregnancy to childhood. Am J Obstet Gynecol 2021
Xu Y, Lee LH, Drukker L, Yaqub M, Papageorghiou AT, Noble AJ. Simulating realistic fetal neurosonography images with appearance and growth change using cycle-consistent adversarial networks and an evaluation. J Med Imaging (Bellingham) 2020
Cai Y, Droste R, Sharma H, Chatelain P, Drukker L, Papageorghiou AT, Noble JA. Spatio-temporal visual attention modelling of standard biometry plane-finding navigation. Med Image Anal 2020
Drukker L, Cavallaro A, Salim I, Ioannou C, Impey L, Papageorghiou AT. How often do we incidentally find a fetal abnormality at the routine third-trimester growth scan? A population-based study. Am J Obstet Gynecol 2020
Jiao J, Droste R, Drukker L, Papageorghiou AT, Noble JA. Self-Supervised Representation Learning for Ultrasound Video. Proc IEEE Int Symp Biomed Imaging 2020
Droste R, Chatelain P, Drukker L, Sharma H, Papageorghiou AT, Noble JA. Discovering Salient Anatomical Landmarks by Predicting Human Gaze. Proc IEEE Int Symp Biomed Imaging 2020
Drukker L, Droste R, Chatelain P, Noble JA, Papageorghiou AT. Expected-value bias in routine third-trimester growth scans. Ultrasound Obstet Gynecol 2020
Drukker L, Droste R, Chatelain P, Noble JA, Papageorghiou AT. Safety Indices of Ultrasound: Adherence to Recommendations and Awareness During Routine Obstetric Ultrasound Scanning. Ultraschall Med 2020
Drukker L, Staines-Urias E, Villar J, Barros FC, Carvalho M, Munim S, McGready R, Nosten F, Berkley JA, Norris SA, Uauy R, Kennedy SH, Papageorghiou AT. International gestational age-specific centiles for umbilical artery Doppler indices: a longitudinal prospective cohort study of the INTERGROWTH-21(st) Project. Am J Obstet Gynecol 2020
Drukker L, Shen O, Rottenstreich M, Farkash R, Samueloff A, Sela HY. To drain or not to drain: intraperitoneal closed-suction drainage placement during cesarean delivery. J Matern Fetal Neonatal Med 2019
Alsharid M, Sharma H, Drukker L, Chatelain P, Papageorghiou AT, Noble JA. Captioning Ultrasound Images Automatically. Med Image Comput Comput Assist Interv 2019
Droste R, Cai Y, Sharma H, Chatelain P, Drukker L, Papageorghiou AT, Noble JA. Ultrasound Image Representation Learning by Modeling Sonographer Visual Attention. Inf Process Med Imaging 2019
Rottenstreich M, Drukker L, Reichman O, Kedem R, Rottenstreich A, Sela HY. Adherence to no-cost oral contraceptives among active-duty servicewomen. BMJ Sex Reprod Health 2019
Sharma H, Droste R, Chatelain P, Drukker L, Papageorghiou AT, Noble JA. Spatio-Temporal Partitioning and Description of Full-Length Routine Fetal Anomaly Ultrasound Scans. Proc IEEE Int Symp Biomed Imaging 2019
Patra A, Cai Y, Chatelain P, Sharma H, Drukker L, Papageorghiou A, Noble JA. Efficient Ultrasound Image Analysis Models with Sonographer Gaze Assisted Distillation. Med Image Comput Comput Assist Interv 2019
Chatelain P, Sharma H, Drukker L, Papageorghiou AT, Noble JA. Evaluation of Gaze Tracking Calibration for Longitudinal Biomedical Imaging Studies. IEEE Trans Cybern 2020
Grisaru-Granovsky S, Bas-Lando M, Drukker L, Haouzi F, Farkash R, Samueloff A, Ioscovich A. Epidural analgesia at trial of labor after cesarean (TOLAC): a significant adjunct to successful vaginal birth after cesarean (VBAC). J Perinat Med 2018
Drukker L, Sela HY, Reichman O, Rabinowitz R, Samueloff A, Shen O. Sliding Sign for Intra-abdominal Adhesion Prediction Before Repeat Cesarean Delivery. Obstet Gynecol 2018
Drukker L, Haklai Z, Ben-Yair Schlesinger M, Bas-Lando M, Gordon ES, Samueloff A, Schimmel MS, Grisaru-Granovsky S. "The next-generation": Long-term reproductive outcome of adults born at a very low birth weight. Early Hum Dev 2018
Sapir AZ, Khayyat I, Rabinowitz R, Samueloff A, Drukker L, Sela HY. New Israeli Sonographic Estimated Fetal Weight Growth Curves as Compared to Current Birth Weight Growth Curves: On What Should Diagnosis of Intrauterine Growth Disorders Be Based? Isr Med Assoc J 2017
Avitan T, Drukker L, Pri-Chen H, Rabinowitz R, Algur N, Schimmel MS, Schreiber L, Bdolah-Abram T, Samueloff A, Grisaru-Granovsky S. Fetal Urine Production Rate in Preterm Premature Rupture of Membranes Is Associated with Adverse Neonatal Outcome: A Pilot Study. Gynecol Obstet Invest 2018
Drukker L, Srebnik N, Elstein D, Levitt L, Samueloff A, Farkash R, Grisaru-Granovsky S, Sela HY. The association between ABO blood group and obstetric hemorrhage. J Thromb Thrombolysis 2016
Drukker L, Sela HY, Ioscovich A, Samueloff A, Grisaru-Granovsky S. Amniotic Fluid Embolism: A Rare Complication of Second-Trimester Amniocentesis. Fetal Diagn Ther 2017
Drukker L, Hants Y, Farkash R, Grisaru-Granovsky S, Shen O, Samueloff A, Sela HY. Impact of surgeon annual volume on short-term maternal outcome in cesarean delivery. Am J Obstet Gynecol 2016
Grisaru-Granovsky S, Gordon ES, Haklai Z, Schimmel MS, Drukker L, Samueloff A, Keinan-Boker L. Delivery of a very low birth weight infant and increased maternal risk of cancer and death: a population study with 16 years of follow-up. Cancer Causes Control 2015
Drukker L, Hants Y, Farkash R, Ruchlemer R, Samueloff A, Grisaru-Granovsky S. Iron deficiency anemia at admission for labor and delivery is associated with an increased risk for Cesarean section and adverse maternal and neonatal outcomes. Transfusion 2015
Helman S, Drukker L, Fruchtman H, Ioscovich A, Farkash R, Avitan T, Samueloff A, Grisaru-Granovsky S. Revisit of risk factors for major obstetric hemorrhage: insights from a large medical center. Arch Gynecol Obstet 2015
Hants Y, Kabiri D, Elchalal U, Arbel-Alon S, Drukker L, Ezra Y. Induction of labor at term following external cephalic version in nulliparous women is associated with an increased risk of cesarean delivery. Arch Gynecol Obstet 2015
Drukker L, Hants Y, Grisaru-Granovsky S. Perimortem cesarean section: three possible procedures to overcome atonic bleeding after successful resuscitation - Authors' reply. Acta Obstet Gynecol Scand 2014
Drukker L, Hants Y, Sharon E, Sela HY, Grisaru-Granovsky S. Perimortem cesarean section for maternal and fetal salvage: concise review and protocol. Acta Obstet Gynecol Scand 2014
Hants Y, Kabiri D, Drukker L, Razmik A, Vruyr G, Arusyak H, Vahe G, Di Renzo GC, Ezra Y. Preliminary evaluation of novel skin closure of Pfannenstiel incisions using cold helium plasma and chitosan films. J Matern Fetal Neonatal Med 2014
Drukker L, Margulis A, Chaouat M, Levitzki R, Maiorenko E, Ben Bassat H. Changes of PI3K/AKT/BCL2 signaling proteins in congenital Giant Nevi: melanocytes contribute to their increased survival and integrity. J Recept Signal Transduct Res 2013
Drukker L, Alberton J, Reissman P. Leiomyosarcoma of the inferior vena cava: radical surgery without vascular reconstruction. Vasc Endovascular Surg 2012
Drukker L, Edden Y, Reissman P. Adenocarcinoma of the small bowel in a patient with occlusive Crohn's disease. World J Gastrointest Oncol 2012
Lowery M, Shah MA, Smyth E, Epstein A, Segal A, Rosengarten O, Isacson R, Drukker L, Keinan A, Rachkiman M, Reissman P, Gabizon A, Kelsen D, O'Reilly EM. A 67-year-old woman with BRCA 1 mutation associated with pancreatic adenocarcinoma. J Gastrointest Cancer 2011