Automatic data-driven real-time segmentation and recognition of surgical workflow. - Olga Dergachyova; David Bouget; Arnaud Huaulmé; Xavier Morandi; Pierre Jannin (Int. J. Comput. Assist. Radiol. Surg., 2016)

Distinguishing surgical behavior by sequential pattern discovery. - Arnaud Huaulmé; Sandrine Voros; Laurent Riffaud; Germain Forestier; Alexandre Moreau-Gaudry; Pierre Jannin (J. Biomed. Informatics, 2017)

Détection automatique de déviations chirurgicales et identification de comportements chirurgicaux par modélisation et analyse des processus chirurgicaux. (Automatic detection of sugical deviations and identification of surgical behavior thanks to modelisation and analysis of surgical process). - Arnaud Huaulmé (2017)

Surgical motion analysis using discriminative interpretable patterns. - Germain Forestier; François Petitjean; Pavel Senin; Fabien Despinoy; Arnaud Huaulmé; Hassan Ismail Fawaz; Jonathan Weber; Lhassane Idoumghar; Pierre-Alain Muller; Pierre Jannin (Artif. Intell. Medicine, 2018)

Sequential surgical signatures in micro-suturing task. - Arnaud Huaulmé; Kanako Harada; Germain Forestier; Mamoru Mitsuishi; Pierre Jannin (Int. J. Comput. Assist. Radiol. Surg., 2018)

Automatic annotation of surgical activities using virtual reality environments. - Arnaud Huaulmé; Fabien Despinoy; Saúl Alexis Heredia Pérez; Kanako Harada; Mamoru Mitsuishi; Pierre Jannin (Int. J. Comput. Assist. Radiol. Surg., 2019)

Assessment of surgical skills by using surgical navigation in robot-assisted partial nephrectomy. - Satoshi Kobayashi; Byunghyun Cho; Arnaud Huaulmé; Katsunori Tatsugami; Hiroshi Honda; Pierre Jannin; Makoto Hashizume; Masatoshi Eto (Int. J. Comput. Assist. Radiol. Surg., 2019)

Offline identification of surgical deviations in laparoscopic rectopexy. - Arnaud Huaulmé; Pierre Jannin; Fabian Reche; Jean-Luc Faucheron; Alexandre Moreau-Gaudry; Sandrine Voros (Artif. Intell. Medicine, 2020)

MIcro-surgical anastomose workflow recognition challenge report. - Arnaud Huaulmé; Duygu Sarikaya; Kévin Le Mut; Fabien Despinoy; Yonghao Long 001; Qi Dou 001; Chin-Boon Chng; Wenjun Lin; Satoshi Kondo; Laura Bravo Sánchez; Pablo Arbeláez; Wolfgang Reiter; et al. (Comput. Methods Programs Biomed., 2021)

MIcro-Surgical Anastomose Workflow recognition challenge report. - Arnaud Huaulmé; Duygu Sarikaya; Kévin Le Mut; Fabien Despinoy; Yonghao Long 001; Qi Dou 001; Chin-Boon Chng; Wenjun Lin; Satoshi Kondo; Laura Bravo Sánchez; Pablo Arbeláez; Wolfgang Reiter; et al. (CoRR, 2021)

PEg TRAnsfer Workflow recognition challenge report: Does multi-modal data improve recognition? - Arnaud Huaulmé; Kanako Harada; Quang-Minh Nguyen; Bogyu Park; Seungbum Hong; Min-Kook Choi; Michael Peven; Yunshuang Li; Yonghao Long 001; Qi Dou 001; Satyadwyoom Kumar; Seenivasan Lalithkumar; et al. (CoRR, 2022)

Biomedical image analysis competitions: The state of current participation practice. - Matthias Eisenmann; Annika Reinke; Vivienn Weru; Minu Dietlinde Tizabi; Fabian Isensee; Tim J. Adler; Patrick Godau; Veronika Cheplygina; Michal Kozubek 001; Sharib Ali; Anubha Gupta; Jan Kybic; et al. (CoRR, 2022)

Why is the Winner the Best? - Matthias Eisenmann; Annika Reinke; Vivienn Weru; Minu Dietlinde Tizabi; Fabian Isensee; Tim J. Adler; Sharib Ali; Vincent Andrearczyk; Marc Aubreville; Ujjwal Baid; Spyridon Bakas; Niranjan Balu; et al. (CVPR, 2023)

sEMG-based Motion Recognition for Robotic Surgery Training - A Preliminary Study. - Chenji Li; Chao Liu 003; Arnaud Huaulmé; Nabil Zemiti; Pierre Jannin; Philippe Poignet (EMBC, 2023)

Why is the winner the best? - Matthias Eisenmann; Annika Reinke; Vivienn Weru; Minu Dietlinde Tizabi; Fabian Isensee; Tim J. Adler; Sharib Ali; Vincent Andrearczyk; Marc Aubreville; Ujjwal Baid; Spyridon Bakas; Niranjan Balu; et al. (CoRR, 2023)

"Stand-up straight!": human pose estimation to evaluate postural skills during orthopedic surgery simulations. - Tiphaine Casy; Alexandre Tronchot; Hervé Thomazeau; Xavier Morandi; Pierre Jannin; Arnaud Huaulmé (Int. J. Comput. Assist. Radiol. Surg., 2023)

PEg TRAnsfer Workflow recognition challenge report: Do multimodal data improve recognition? - Arnaud Huaulmé; Kanako Harada; Quang-Minh Nguyen; Bogyu Park; Seungbum Hong; Min-Kook Choi; Michael Peven; Yunshuang Li; Yonghao Long 001; Qi Dou 001; Satyadwyoom Kumar; Seenivasan Lalithkumar; et al. (Comput. Methods Programs Biomed., 2023)

Gaze behavior is related to objective technical skills assessment during virtual reality simulator-based surgical training: a proof of concept. - Soline Galuret; Nicolas Vallée; Alexandre Tronchot; Hervé Thomazeau; Pierre Jannin; Arnaud Huaulmé (Int. J. Comput. Assist. Radiol. Surg., 2023)

When Faces Are Masked: Exploring Emotional Expression Through Body Postures in Virtual Reality. - Inas Redjem; Julien Cagnoncle; Arnaud Huaulmé; Alexandre Audinot; Florian Nouviale; Mathieu Risy; Valérie Gouranton; Estelle Michinov; Pierre Jannin (VR Workshops, 2025)

Automated assessment of non-technical skills by heart-rate data. - Arnaud Huaulmé; Alexandre Tronchot; Hervé Thomazeau; Pierre Jannin (Int. J. Comput. Assist. Radiol. Surg., 2025)