State-of-the-Art Object Detection: An Overview of YOLO Variants and their Performance

• Published in: 2023 4th International Conference on Smart Electronics and Communication (ICOSEC) pp. 1018 - 1024
• Main Authors: L, Dhruthi, Megharaj, Praveen K, P, Pranav, Kiran, Niharika, P, Asha Rani K, S, Gowrishankar
• Format: Conference Proceeding
• Language: English
• Published: IEEE 20.09.2023
• Subjects: Adaptation models; Computational efficiency; Computational modeling; Computer Vision; Deep Learning; Feature Extraction; Object Detection; Object recognition; Real-time systems; Training; Transformers; YOLO (You Only Look Once)

A fundamental component of computer vision is object detection, and the state-of-the-art object detection algorithm YOLO (You Only Look Once), which uses regression as its foundation has become one of the most effective techniques for real-time object detection in images and videos. This research st...