Title :
Rain Removal in Video by Combining Temporal and Chromatic Properties
Author :
Zhang, Xiaopeng ; Li, Hao ; Qi, Yingyi ; Leow, Wee Kheng ; Ng, Teck Khim
Author_Institution :
Dept. of Comput. Sci., Nat. Univ. of Singapore
Abstract :
Removal of rain streaks in video is a challenging problem due to the random spatial distribution and fast motion of rain. This paper presents a new rain removal algorithm that incorporates both temporal and chromatic properties of rain in video. The temporal property states that an image pixel is never always covered by rain throughout the entire video. The chromatic property states that the changes of R, G, and B values of rain-affected pixels are approximately the same. By using both properties, the algorithm can detect and remove rain streaks in both stationary and dynamic scenes taken by stationary cameras. To handle videos taken by moving cameras, the video can be stabilized for rain removal, and destabilized to restore camera motion after rain removal. It can handle both light rain and heavy rain conditions. Experimental results show that the algorithm performs better than existing algorithms
Keywords :
feature extraction; image motion analysis; image restoration; object detection; rain; video cameras; chromatic property; motion restoration; rain streaks removal; random spatial distribution; stationary camera; temporal characteristics; video; Cameras; Computer science; Computer vision; Image restoration; Layout; Photometry; Pixel; Rain; Snow; Video equipment;
Conference_Titel :
Multimedia and Expo, 2006 IEEE International Conference on
Conference_Location :
Toronto, Ont.
Print_ISBN :
1-4244-0366-7
Electronic_ISBN :
1-4244-0367-7
DOI :
10.1109/ICME.2006.262572