RDEPD: Re-Exploring Depth Estimation for Pedestrian Detection

• Published in: 2023 IEEE International Conference on Image Processing (ICIP) pp. 2380 - 2384
• Main Authors: Pei, Yifei, Shi, Zhiping, Geng, Qichuan, Wang, Zhaofa, Zhang, Yongkang, Jiang, Na
• Format: Conference Proceeding
• Language: English
• Published: IEEE 08.10.2023
• Subjects: Computer vision; Crowd Scene; Data Augmentation; Depth Estimation; Detectors; Estimation; Image processing; Location awareness; Multi-scale Attention; Object detection; Pedestrian Detection; Pedestrians

Pedestrian detection is a fundamental task in computer vision field. It remains challenging due to perspective affine and object occlusion. To alleviate these problems, this paper re-thinks the assistance of depth estimation, and then proposes a novel pedestrian detection method named RDEPD. The met...