Object and Instance Detection Within Image Scenes
Daniel Adenisimi · medRxiv · 2021
Abstract This paper compares state-of-the-art methods in object and instance detection, and examines why YOLO (You Only Look Once) outperforms top detection methods. Different Pascal VOC dataset is used as the benchmark to explore mean average precision(mAP). YOLO is twice as accurate to prior works on real-time detection. The outcome of of merging YOLO with Fast R-CNN is an increased mean average precision (mAP) which results in performance boost. Hence, YOLO is an enhanced model of top detection methods.