Description of Research Expertise
Dr. Hashimoto is the director of the Penn Computer Assisted Surgery and Outcomes (PCASO) Laboratory and has helped developed multiple computer vision algorithms for the analysis of surgical video, led international consensus on defining ground truth for the annotation of surgical video, and worked to define metrics to assess performance of AI algorithms on surgical tasks.
His work has been published in the New England Journal of Medicine, Nature Biotechnology, Annals of Surgery, and other journals. He is editor of the textbook Artificial Intelligence in Surgery: Understanding the Role of AI in Surgical Practice.
Keywords: Surgical data science, Computer vision, Artificial intelligence, Virtual reality, Surgical education, Video-based assessment
Selected Publications
Hashimoto DA*, Rosman G*, Witkowski ER, Stafford C, Navarette-Welton AJ, Rattner DW, Lillemoe KD, Rus DL, Meireles OR: Computer vision analysis of intraoperative video: Automated recognition of operative steps in laparoscopic sleeve gastrectomy Annals of Surgery 270 (3): 414-421,2019.
Reinke A, Tizabi MD, Baumgartner M, Eisenmann M, Heckmann-Nötzel D, Kavur AE, Rädsch T, Sudre CH, Acion L, Antonelli M, Arbel T, Bakas S, Benis A, Buettner F, Cardoso MJ, Cheplygina V, Chen J, Christodoulou E, Cimini BA, Farahani K, Ferrer L, Galdran A, van Ginneken B, Glocker B, Godau P, Hashimoto DA, Hoffman MM, Huisman M, Isensee F, Jannin P, Kahn CE, Kainmueller D, Kainz B, Karargyris A, Kleesiek J, Kofler F, Kooi T, Kopp-Schneider A, Kozubek M, Kreshuk A, Kurc T, Landman BA, Litjens G, Madani A, Maier-Hein K, Martel AL, Meijering E, Menze B, Moons KGM, Müller H, Nichyporuk B, Nickel F, Petersen J, Rafelski SM, Rajpoot N, Reyes M, Riegler MA, Rieke N, Saez-Rodriguez J, Sánchez CI, Shetty S, Summers RM, Taha AA, Tiulpin A, Tsaftaris SA, Van Calster B, Varoquaux G, Yaniv ZR, Jäger PF, Maier-Hein L: Understanding metric-related pitfalls in image analysis validation Nature Methods 21 (2): 182-194,2024.
Ward TM, Hashimoto DA, Ban Y, Rattner DW, Inoue H, Lillemoe KD, Rus DL, Rosman G, Meireles OR: Automated operative phase identification in peroral endoscopic myotomy Surgical Endoscopy 35 (7): 4008-4015,2021.
Hashimoto DA, Marks JM: Skills in flexible endoscopy are a valuable tool for GI surgeons Annals of Surgery 275 (4): e664,2022.
Ward TM, Fer DM, Ban Y, Rosman G, Meireles OR, Hashimoto DA: Challenges in surgical video annotation Computer Assisted Surgery 26 (1): 58-68,2021.
Meireles OR, Rosman G, Altieri MS, Carin L, Hager G, Madani A, Padoy N, Pugh CM, Sylla P, Ward TM, Hashimoto DA; SAGES Video Annotation for AI Working Groups: SAGES consensus recommendations on an annotation framework for surgical video Surgical Endoscopy 35 (9): 4918-4929,2021.
Caicedo HH, Hashimoto DA, Caicedo JC, Pentland A, Pisano GP: Overcoming barriers to early disease intervention Nature Biotechnology 38 (6): 669-673,2020.
Ban Y, Rosman G, Eckhoff JA, Ward TM, Hashimoto D, Taisei K, Iwaki H, Meireles O, Rus D: SUPR-GAN: Surgical prediction GAN for event anticipation in laparoscopic and robotic surgery IEEE Robotics & Automation Letters 7 (2): 5741-5748,2022.
Benson J, Boutros C, Khan SZ, Lyons J, Hashimoto DA, Marks JM: Evaluation of postoperative esophagram following peroral endoscopic myotomy (POEM) Surgical Endoscopy 38 (9): 5148-5152,2024 .
Hashimoto DA, Axtell AL, Auchincloss HG: Percutaneous tracheostomy New England Journal of Medicine 383 (20): e112,2020.
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Academic Contact Information
Hospital of the University of Pennsylvania
3400 Spruce Street
Silverstein 4
Philadelphia,
PA
19063
Phone: 215-662-4503
Patient appointments: 800-789-7366