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A Deep Research Agent for Curating Vision Datasets

10 hours ago
https://arxiv.org/abs/2509.22631
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  • #Data Curation
  • #Computer Vision
  • #AI Research
  • Labeling Copilot is introduced as the first deep research agent for automated data curation in computer vision.
  • It features a central orchestrator agent powered by a large multimodal language model for multi-step reasoning.
  • Core capabilities include Calibrated Discovery, Controllable Synthesis, and Consensus Annotation.
  • Consensus Annotation excels in object discovery, achieving high annotation accuracy and expanding category coverage.
  • Calibrated Discovery is computationally efficient, with an active learning strategy that outperforms alternatives.
  • The system is validated on large-scale datasets like COCO and Open Images, demonstrating robust performance.
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