Flow-Guided Feature Aggregation for Video Object Detection

• Published in: Proceedings / IEEE International Conference on Computer Vision pp. 408 - 417
• Main Authors: Xizhou Zhu, Yujie Wang, Jifeng Dai, Lu Yuan, Yichen Wei
• Format: Conference Proceeding
• Language: English
• Published: IEEE 01.10.2017
• Subjects: Detectors; Feature extraction; Object detection; Optical imaging; Target tracking; Training

Extending state-of-the-art object detectors from image to video is challenging. The accuracy of detection suffers from degenerated object appearances in videos, e.g., motion blur, video defocus, rare poses, etc. Existing work attempts to exploit temporal information on box level, but such methods ar...