Deep active learning for training object detection

• Main Author: Jose, John Anthony
• Format: text
• Language: English
• Published: Animo Repository 2022
• Subjects: Computer vision; Deep learning (Machine learning); Electrical and Computer Engineering; Electrical and Electronics; Systems and Communications
• Online Access: https://animorepository.dlsu.edu.ph/etdd_ece/2; https://animorepository.dlsu.edu.ph/cgi/viewcontent.cgi?article=1001&context=etdd_ece
• Institution: De La Salle University

While there have been extensive applications deploying object detection, one of its limitations is the continuous need for a large amount of annotated images for reliable performance. This can be attributed to the limitation of the conventional workflow of training supervised object detection algori...