Simple online and realtime tracking with spherical panoramic camera
Journal
2018 IEEE International Conference on Consumer Electronics, ICCE 2018
Journal Volume
2018-January
Pages
1-6
Date Issued
2018
Author(s)
Abstract
In this paper, a simple yet effective method for online and real-time multi-object tracking (MOT) in 360-degree equi-rectangular panoramic videos is proposed. Based on the current state-of-the-art tracking-by-detection paradigm, several improvements have been made to overcome the challenges of full field-of-view (FOV) of Spherical Panoramic Camera (SPC). In addition, two datasets are presented for evaluation. It is shown that the proposed method outperforms the baseline by 28.6% and 27.8% in terms of average Multiple Object Tracking Accuracy (MOTA) on each dataset. © 2018 IEEE.
Event(s)
2018 IEEE International Conference on Consumer Electronics, ICCE 2018
Subjects
convolution neural network; equirectangular panorama; multi-object tracking; online and realtime tracking; spherical panoramic camera
Other Subjects
Cameras; Spheres; Convolution neural network; Equirectangular panoramas; Multi-object tracking; Panoramic cameras; Real time tracking; Object tracking
Type
conference paper