Title :
A double total variation regularized model of Retinex theory based on nonlocal differential operators
Author :
Yuanyuan Zang ; Zhenkuan Pan ; Jinming Duan ; Guodong Wang ; Weibo Wei
Author_Institution :
Coll. of Inf. Eng., Qingdao Univ., Qingdao, China
Abstract :
Image characteristics, such as texture, edge, smoothness, can be much better preserved by using nonlocal differential operators based on patch-distances in image processing. In this paper, we apply with nonlocal differential operators to some existing variation models of Retinex, such as the nonlocal variation model of Retinex (NL_VR); the nonlocal TV regularized model (NL_TV_R) and the nonlocal total variation regularized model with constraints (NL_TV_C). And then we improve and establish a double total variation regularized model of Retinex theory (DTV) and the nonlocal double total regularized model (NL_DTV), which could handles better edges in the illumination. Experiments show that our proposed method and Split Bregman algorithm presented in this paper have higher computational efficiency and accuracy.
Keywords :
edge detection; image texture; NL_DTV; NL_TV_C; NL_TV_R; NL_VR; double total variation regularized model; edge; image characteristics; image processing; image smoothness; image texture; nonlocal TV regularized model; nonlocal differential operators; nonlocal double total regularized model; nonlocal total variation regularized model with constraints; nonlocal variation model of Retinex; patch-distances; retinex theory; split Bregman algorithm; Computational modeling; Equations; Image color analysis; Lighting; Mathematical model; Reflection; TV; image processing; nonlocal differential operator; retinex theroy; split bregman;
Conference_Titel :
Image and Signal Processing (CISP), 2013 6th International Congress on
Conference_Location :
Hangzhou
Print_ISBN :
978-1-4799-2763-0
DOI :
10.1109/CISP.2013.6743989