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Ten years of active learning techniques and object detection: a systematic review

Garcia, Dibet; Carias, João; Adão, Telmo; Jesus, Rui; Cunha, António; Magalhães, Luís Gonzaga Mendes

Object detection (OD) coupled with active learning (AL) has emerged as a powerful synergy in the field of computer vision, harnessing the capabilities of machine learning (ML) to automatically identify and perform image-based objects localisation while actively engaging human expertise to iteratively enhance model performance and foster machine-based knowledge expansion. Their prior success, demonstrated in a w...


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