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active learning 1foundation models 1human-in-the-loop 1surgical video segmentation 1tool localization 1weak supervision 1

From the 1 of 1 linked paper with an AI index.

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1 paper

cs.CV2026

Active Learning for Efficient Annotation of Surgical Videos with Weak Supervision

Manasa Dendukuri, Matjaz Jogan, Daniel A. Hashimoto +1

The paper presents a human‑in‑the‑loop framework that combines active learning with dual‑loss weak supervision to cut the effort needed for annotating laparoscopic video frames, en…