Deep OC-Sort: Multi-Pedestrian Tracking by Adaptive Re-Identification

• Published in: 2023 IEEE International Conference on Image Processing (ICIP) pp. 3025 - 3029
• Main Authors: Maggiolino, Gerard, Ahmad, Adnan, Cao, Jinkun, Kitani, Kris
• Format: Conference Proceeding
• Language: English
• Published: IEEE 08.10.2023
• Subjects: Adaptation models; Degradation; Detectors; Image matching; Image processing; Kalman filter; multi-object tracking; Tracking; Visualization

Motion-based association for Multi-Object Tracking (MOT) has recently re-achieved prominence with the rise of powerful object detectors. Despite this, little work has been done to incorporate appearance cues beyond simple heuristic models that lack robustness to feature degradation. In this paper, w...