Title :
Human Shadow Removal with Unknown Light Source
Author :
Chen, Chia-Chih ; Aggarwal, J.K.
Author_Institution :
Dept. of ECE, Univ. of Texas at Austin, Austin, TX, USA
Abstract :
In this paper, we present a shadow removal technique which effectively eliminates a human shadow cast from an unknown direction of light source. A multi-cue shadow descriptor is proposed to characterize the distinctive properties of shadows. We employ a 3-stage process to detect then remove shadows. Our algorithm improves the shadow detection accuracy by imposing the spatial constraint between the foreground subregions of human and shadow. We collect a dataset containing 81 human-shadow images for evaluation. Both descriptor ROC curves and qualitative results demonstrate the superior performance of our method.
Keywords :
object detection; ROC curves; human shadow removal technique; multicue shadow descriptor; shadow detection; unknown light source; Accuracy; Feature extraction; Humans; Image color analysis; Image edge detection; Pixel; Videos; human cast shadow; multi-cue; shadow descriptor; shadow detection; shadow removal; unknown light source;
Conference_Titel :
Pattern Recognition (ICPR), 2010 20th International Conference on
Conference_Location :
Istanbul
Print_ISBN :
978-1-4244-7542-1
DOI :
10.1109/ICPR.2010.589