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Justin Collins

2 papers

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papers

Publications (2)

cs.CV2025

Exploring Pre-training Across Domains for Few-Shot Surgical Skill Assessment

Dimitrios Anastasiou, Razvan Caramalau, Nazir Sirajudeen +11

Automated surgical skill assessment (SSA) is a central task in surgical computer vision. Developing robust SSA models is challenging due to the scarcity of skill annotations, which…

cs.CY2021

Surgical Data Science -- from Concepts toward Clinical Translation

Lena Maier-Hein, Matthias Eisenmann, Duygu Sarikaya +47

Recent developments in data science in general and machine learning in particular have transformed the way experts envision the future of surgery. Surgical Data Science (SDS) is a…

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