DeLR: Active Learning for Detection with Decoupled Localization and Recognition Query

Active learning has been demonstrated effective to reduce labeling cost, while most progress has been designed for image recognition, there still lacks instance-level active learning for object detection. In this paper, we rethink two key components, i.e., localization and recognition, for object de...

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Veröffentlicht in:	arXiv.org 2023-12
Hauptverfasser:	Zhang, Yuhang, Deng, Yuang, Zhang, Xiaopeng, Li, Jie, Qiu, Robert C, Tian, Qi
Format:	Artikel
Sprache:	eng
Schlagworte:	Active learning Annotations Budgets Decoupling Labeling Labels Learning Localization Object recognition Queries
Online-Zugang:	Volltext
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