Crosstalk Cascades for Frame-Rate Pedestrian Detection

Autor:	Ron Appel, Wolf Kienzle, Piotr Dollár
Rok vydání:	2012
Předmět:	Crosstalk Computer science Pedestrian detection Sliding window protocol Real-time computing Detector Frame rate Object detection
Zdroj:	Computer Vision – ECCV 2012 ISBN: 9783642337086 ECCV (2)
DOI:	10.1007/978-3-642-33709-3_46
Popis:	Cascades help make sliding window object detection fast, nevertheless, computational demands remain prohibitive for numerous applications. Currently, evaluation of adjacent windows proceeds independently; this is suboptimal as detector responses at nearby locations and scales are correlated. We propose to exploit these correlations by tightly coupling detector evaluation of nearby windows. We introduce two opposing mechanisms: detector excitation of promising neighbors and inhibition of inferior neighbors. By enabling neighboring detectors to communicate, crosstalk cascades achieve major gains (4-30x speedup) over cascades evaluated independently at each image location. Combined with recent advances in fast multi-scale feature computation, for which we provide an optimized implementation, our approach runs at 35-65 fps on 640 x 480 images while attaining state-of-the-art accuracy.
Databáze:	OpenAIRE
Externí odkaz:	https://explore.openaire.eu/search/publication?articleId=doi_dedup___::e6ddc8856575925a68c68d757ce75968 https://doi.org/10.1007/978-3-642-33709-3_46 Zobrazit plný text záznamu