Two-stream small-scale pedestrian detection network with feature aggregation for drone-view videos

• Published in: Multidimensional systems and signal processing Vol. 32; no. 3; pp. 897 - 913
• Main Authors: Xie, Han, Shin, Hyunchul
• Format: Journal Article
• Language: English
• Published: New York Springer US 01.07.2021; Springer Nature B.V
• Subjects: Artificial Intelligence; Circuits and Systems; Computer networks; Datasets; Drone aircraft; Electrical Engineering; Engineering; Feature maps; Flow nets; Frame design; Pedestrians; Signal,Image and Speech Processing; Deep learning; Pedestrian detection; Neural network; Feature aggregation; Drone vision

Detecting small-scale pedestrians in aerial images is a challenging task that can be difficult even for humans. Observing that the single image based method cannot achieve robust performance because of the poor visual cues of small instances. Considering that multiple frames may provide more informa...