2 documents found, page 1 of 1
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 MendesObject 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...
Evaluating rotation invariant strategies for mitosis detection through YOLO alg...
Gonzalez, Dibet Garcia; Carias, João; Castilla, Yusbel Chávez; Rodrigues, José; Adão, Telmo; Jesus, Rui; Magalhães, Luís Gonzaga MendesCancer diagnosis is of major importance in the field of human medical pathology, wherein a cell division process known as mitosis constitutes a relevant biological pattern analyzed by professional experts, who seek for such occurrence in presence and number through visual observation of microscopic imagery. This is a time-consuming and exhausting task that can benefit from modern artificial intelligence approac...