Video labelling is the assigning of meaningful information to raw videos. With the evolution of artificial intelligence and its intended incorporation into the operating room, video datasets can be invaluable tools for education and the training of intelligent surgical workflow systems through computer vision. However, the process of manual labelling of video datasets can prove costly and time-consuming for already busy practising surgeons. Twenty-five robot-assisted radical prostatectomy (RARP) procedures were recorded on Proximie, an augmented reality platform, anonymised and access given to a novice, who was trained to develop the knowledge and skills needed to accurately segment a full-length RARP procedure on a video labelling platform. A labelled video was subsequently randomly selected for assessment of accuracy by four practising urologists. Of the 25 videos allocated, 17 were deemed suitable for labelling, and 8 were excluded on the basis of procedure length and video quality. The labelled video selected for assessment was graded for accuracy of temporal labelling, with an average score of 93.1%, and a range of 85.6-100%. The self-training of a novice in the accurate segmentation of a surgical video to the standard of a practising urologist is feasible and practical for the RARP procedure. The assigning of temporal labels on a video labelling platform was also studied and proved feasible throughout the study period.
Download full-text PDF |
Source |
|---|---|
| http://www.ncbi.nlm.nih.gov/pmc/articles/PMC9618152 | PMC |
| http://dx.doi.org/10.1007/s11701-022-01465-y | DOI Listing |
Publication Analysis
Top Keywords
Similar Publications
Rapid Video Analysis for Contraction Synchrony of Human Induced Pluripotent Stem Cells-Derived Cardiac Tissues.
Tissue Eng Regen Med
January 2025
Pen-Tung Sah Institute of Micro-Nano Science and Technology, Xiamen University, Xiamen, 361102, Fujian, China.
Background: The contraction behaviors of cardiomyocytes (CMs), especially contraction synchrony, are crucial factors reflecting their maturity and response to drugs. A wider field of view helps to observe more pronounced synchrony differences, but the accompanied greater computational load, requiring more computing power or longer computational time.
Methods: We proposed a method that directly correlates variations in optical field brightness with cardiac tissue contraction status (CVB method), based on principles from physics and photometry, for rapid video analysis in wide field of view to obtain contraction parameters, such as period and contraction propagation direction and speed.
Estimating hip impact velocity and acceleration from video-captured falls using a pose estimation algorithm.
Sci Rep
January 2025
Department of Exercise Science, Syracuse University, 150 Crouse Dr, Syracuse, NY, 13244, USA.
Analyzing video footage of falls in older adults has emerged as an alternative to traditional lab studies. However, this approach is limited by the labor-intensive process of manually labeling body parts. To address this limitation, we aimed to validate the use of the AI-based pose estimation algorithm (OpenPose) in assessing the hip impact velocity and acceleration of video-captured falls.
View Article and Find Full Text PDFA View of Challenges to the Dental Education Process - Then & Now.
J Hist Dent
January 2025
Editor, Journal of the History of Dentistry.
Dental education today tends to focus on what is provided online in the form of curriculums, handouts, circulated student notes. and mock tests, along with videos from various sources, some of which can be questionable. Often today's dental students choose not to attend lectures as information is supposedly gleaned from the above sources.
View Article and Find Full Text PDFAI-assisted Digital Video Analysis Reveals Changes in Gait Among Three-Day Event Horses During Competition.
J Equine Vet Sci
January 2025
University of Florida Department of Animal Sciences, 2250 Shealy Dr., Gainesville, FL, United States, 32611; UF Genetics Institute, 2033 Mowry Rd., Gainesville, FL, United States, 32611. Electronic address:
The value and welfare of a performance horse are closely tie to locomotor behaviors, but we lack objective and quantitative measures for these characteristics, and qualitative approaches for assessing gait do not provide measures suitable for large-scale biomechanical research studies. Digital video analysis utilizing artificial intelligence-based strategies promise to meet the need for an economical, accurate, repeatable and objective technique for field quantification of equine locomotion. Here we describe pilot work using a consumer-level digital video camera to capture high-resolution and high-speed videos of horses moving at the trot during mandatory inspections for international-level eventing competitions.
View Article and Find Full Text PDFXalnesiran with or without an Immunomodulator in Chronic Hepatitis B.
N Engl J Med
December 2024
From the Department of Infectious Diseases and Hepatology Unit, Nanfang Hospital, Southern Medical University (J.H., X.L.), and the State Key Laboratory of Organ Failure Research, Key Laboratory of Infectious Diseases Research in South China, Ministry of Education, Guangdong Institute of Hepatology, Nanfang Hospital (J.H.), Guangzhou, the Department of Infectious Diseases and Biosafety Emergency Response, Huashan Hospital, Fudan University (W.Z.), the Department of Infectious Diseases, Ruijin Hospital, Shanghai Jiaotong University School of Medicine (Q.X.), Roche Holding (Q.B., E.C.), Roche Research and Development Center (C.C., Y.H.), and Takeda APAC Biopharmaceutical Research and Development (Q.B.), Shanghai, the Department of Hepatology, Center of Infectious Diseases and Pathogen Biology, First Hospital of Jilin University, Changchun (R.H.), the Center of Infectious Diseases, Laboratory of Infectious and Liver Disease, Institute of Infectious Diseases, West China Hospital, Sichuan University, Chengdu (H.T.), and the Department of Medicine and State Key Laboratory of Liver Research, Queen Mary Hospital, University of Hong Kong, Hong Kong (M.-F.Y.) - all in China; the Division of Infectious Diseases, University Hospital Álvaro Cunqueiro, Galicia Sur Health Research Institute, Servizo Galego de Saúde-Universidade de Vigo, Vigo, Spain (L.E.M.A.); the Division of Gastroenterology and Hepatology, Department of Internal Medicine, Taichung Veterans General Hospital (S.-S.Y.), and the Center for Digestive Medicine, Department of Internal Medicine, China Medical University Hospital, China Medical University (C.-Y.P.), Taichung, the Department of Internal Medicine, Changhua Christian Hospital, Changhua (W.-W.S.), Kaohsiung Medical University Hospital, Kaohsiung Medical University, Kaohsiung (W.-L.C.), and National Taiwan University Hospital, Taipei (J.-H.K.) - all in Taiwan; the Department of Internal Medicine, Hallym University College of Medicine, Chuncheon, South Korea (D.J.K.); the HIV Netherlands Australia Thailand Research Collaboration, Thai Red Cross AIDS Research Center and the Center of Excellence in Tuberculosis, Faculty of Medicine, Chulalongkorn University, Bangkok (A.A.), and the Department of Internal Medicine, Faculty of Medicine, Chiang Mai University, Chiang Mai (A.L.) - both in Thailand; Université de Paris-Cité, Department of Hepatology, Assistance Publique-Hôpitaux de Paris, Hôpital Beaujon, Centre de Recherche sur l'Inflammation, INSERM Unité Mixte de Recherche 1149, Paris (T.A.); F. Hoffmann-La Roche, Basel, Switzerland (F. Canducci, M.T.C., F. Chughlay, K.G., N.G., P.K., R.K., M.T.); Roche Products, Welwyn Garden City (S.D., V.P., B.S., R.U., C.W.), and ID Pharma Consultancy, Yelverton (C.W.) - both in the United Kingdom; Enthera Pharmaceuticals, Milan (F. Canducci); Parexel International, Hyderabad, India (A.P.); and the New Zealand Liver Transplant Unit, Auckland City Hospital, Auckland, New Zealand (E.G.).
Background: Xalnesiran, a small interfering RNA molecule that targets a conserved region of the hepatitis B virus (HBV) genome and silences multiple HBV transcripts, may have efficacy, with or without an immunomodulator, in patients with chronic HBV infection.
Methods: We conducted a phase 2, multicenter, randomized, controlled, adaptive, open-label platform trial that included the evaluation of 48 weeks of treatment with xalnesiran at a dose of 100 mg (group 1), xalnesiran at a dose of 200 mg (group 2), xalnesiran at a dose of 200 mg plus 150 mg of ruzotolimod (group 3), xalnesiran at a dose of 200 mg plus 180 μg of pegylated interferon alfa-2a (group 4), or a nucleoside or nucleotide analogue (NA) alone (group 5) in participants with chronic HBV infection who had virologic suppression with NA therapy. The primary efficacy end point was hepatitis B surface antigen (HBsAg) loss (HBsAg level, <0.
Want AI Summaries of new PubMed Abstracts delivered to your In-box?
Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!