Street sweeper: detecting and removing cars in street view images

Verfasser / Beitragende:
[Wei-Ta Chu, Ying-Chieh Chao, Yi-Sheng Chang]
Ort, Verlag, Jahr:
2015
Enthalten in:
Multimedia Tools and Applications, 74/23(2015-12-01), 10965-10988
Format:
Artikel (online)
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024 7 0 |a 10.1007/s11042-014-2213-x  |2 doi 
035 |a (NATIONALLICENCE)springer-10.1007/s11042-014-2213-x 
245 0 0 |a Street sweeper: detecting and removing cars in street view images  |h [Elektronische Daten]  |c [Wei-Ta Chu, Ying-Chieh Chao, Yi-Sheng Chang] 
520 3 |a To protect privacy of individuals or companies that may be leaked in street view images, we present a system to automatically detect and remove cars as if they had never been there. Although street view service providers have made efforts on blurring human faces and license plates, we argue that remaining features, such as license numbers and phone numbers printed on car bodies, could cause privacy leak. Given a sequence of street view images, this system first detects cars by the deformable part model, and then determines foreground/background seeds for the GrabCut image segmentation module in order to facilitate automatic car segmentation. After removing cars, an exemplar-based inpainting method is developed with special designs on filling priority determination and road structure propagation. Hierarchical texture propagation and randomized texture propagation are integrated to implement the inpainting process, so that aesthetically pleasing inpainting results as well as privacy protection can be accomplished. 
540 |a Springer Science+Business Media New York, 2014 
690 7 |a Cascade deformable part model  |2 nationallicence 
690 7 |a Grabcut  |2 nationallicence 
690 7 |a Road structure propagation  |2 nationallicence 
690 7 |a Hierarchical texture propagation  |2 nationallicence 
690 7 |a Randomized texture propagation  |2 nationallicence 
700 1 |a Chu  |D Wei-Ta  |u National Chung Cheng University, Taiwan, Republic of China  |4 aut 
700 1 |a Chao  |D Ying-Chieh  |u National Chung Cheng University, Taiwan, Republic of China  |4 aut 
700 1 |a Chang  |D Yi-Sheng  |u National Chung Cheng University, Taiwan, Republic of China  |4 aut 
773 0 |t Multimedia Tools and Applications  |d Springer US; http://www.springer-ny.com  |g 74/23(2015-12-01), 10965-10988  |x 1380-7501  |q 74:23<10965  |1 2015  |2 74  |o 11042 
856 4 0 |u https://doi.org/10.1007/s11042-014-2213-x  |q text/html  |z Onlinezugriff via DOI 
898 |a BK010053  |b XK010053  |c XK010000 
900 7 |a Metadata rights reserved  |b Springer special CC-BY-NC licence  |2 nationallicence 
908 |D 1  |a research-article  |2 jats 
949 |B NATIONALLICENCE  |F NATIONALLICENCE  |b NL-springer 
950 |B NATIONALLICENCE  |P 856  |E 40  |u https://doi.org/10.1007/s11042-014-2213-x  |q text/html  |z Onlinezugriff via DOI 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Chu  |D Wei-Ta  |u National Chung Cheng University, Taiwan, Republic of China  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Chao  |D Ying-Chieh  |u National Chung Cheng University, Taiwan, Republic of China  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Chang  |D Yi-Sheng  |u National Chung Cheng University, Taiwan, Republic of China  |4 aut 
950 |B NATIONALLICENCE  |P 773  |E 0-  |t Multimedia Tools and Applications  |d Springer US; http://www.springer-ny.com  |g 74/23(2015-12-01), 10965-10988  |x 1380-7501  |q 74:23<10965  |1 2015  |2 74  |o 11042