IoU-aware single-stage object detector for accurate localization

作者：

Highlights：

• Single-stage detectors are unaware of localization accuracy.

• IoU prediction layer is designed for single-stage detectors.

• Multiply predicted IoU by classification score as detection confidence

• IoU-aware single-stage detectors improve the localization accuracy.

摘要

•Single-stage detectors are unaware of localization accuracy.•IoU prediction layer is designed for single-stage detectors.•Multiply predicted IoU by classification score as detection confidence•IoU-aware single-stage detectors improve the localization accuracy.

论文关键词：IoU prediction,IoU-aware detector,Accurate localization,Single-stage object detector

论文评审过程：Received 13 March 2020, Accepted 19 March 2020, Available online 30 March 2020, Version of Record 15 April 2020.

论文官网地址：https://doi.org/10.1016/j.imavis.2020.103911