Dynamic Anchor Selection for Improving Object Localization

Pranjay Shyam,Kuk-Jin Yoon,Kyung-Soo Kim,Pranjay Shyam,Kuk-Jin Yoon,Kyung-Soo Kim

Anchor boxes act as potential object localization candidates allow single-stage detectors to achieve real-time performance, at the cost of localization accuracy when compared to state-of-the-art two-stage detectors. Therefore, correct selection of the scale and aspect ratio associated with an anchor box is crucial for detector performance. In this work, we propose a novel architecture called DANet...