Ghamsarian, Negin; El-Shabrawi, Yosuf; Nasirihaghighi, Sahar; Putzgruber-Adamitsch, Doris; Zinkernagel, Martin; Wolf, Sebastian; Schoeffmann, Klaus; Sznitman, Raphael (2024). Cataract-1K Dataset for Deep-Learning-Assisted Analysis of Cataract Surgery Videos. Scientific data, 11(373) Nature Publishing Group 10.1038/s41597-024-03193-4
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In recent years, the landscape of computer-assisted interventions and post-operative surgical video analysis has been dramatically reshaped by deep-learning techniques, resulting in significant advancements in surgeons' skills, operation room management, and overall surgical outcomes. However, the progression of deep-learning-powered surgical technologies is profoundly reliant on large-scale datasets and annotations. In particular, surgical scene understanding and phase recognition stand as pivotal pillars within the realm of computer-assisted surgery and post-operative assessment of cataract surgery videos. In this context, we present the largest cataract surgery video dataset that addresses diverse requisites for constructing computerized surgical workflow analysis and detecting post-operative irregularities in cataract surgery. We validate the quality of annotations by benchmarking the performance of several state-of-the-art neural network architectures for phase recognition and surgical scene segmentation. Besides, we initiate the research on domain adaptation for instrument segmentation in cataract surgery by evaluating cross-domain instrument segmentation performance in cataract surgery videos. The dataset and annotations are publicly available in Synapse.
Item Type: |
Journal Article (Original Article) |
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Division/Institute: |
10 Strategic Research Centers > ARTORG Center for Biomedical Engineering Research 10 Strategic Research Centers > ARTORG Center for Biomedical Engineering Research > ARTORG Center - AI in Medical Imaging Laboratory 04 Faculty of Medicine > Department of Head Organs and Neurology (DKNS) > Clinic of Ophthalmology |
UniBE Contributor: |
Ghamsarian, Negin, Zinkernagel, Martin Sebastian, Wolf, Sebastian (B), Sznitman, Raphael |
Subjects: |
500 Science > 570 Life sciences; biology 600 Technology > 610 Medicine & health |
ISSN: |
2052-4463 |
Publisher: |
Nature Publishing Group |
Language: |
English |
Submitter: |
Pubmed Import |
Date Deposited: |
16 Apr 2024 08:41 |
Last Modified: |
16 Apr 2024 08:50 |
Publisher DOI: |
10.1038/s41597-024-03193-4 |
PubMed ID: |
38609405 |
BORIS DOI: |
10.48350/195949 |
URI: |
https://boris.unibe.ch/id/eprint/195949 |
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