Title :
Single image dehazing with image entropy and information fidelity
Author :
Dubok Park ; Hyungjo Park ; Han, David K. ; Hanseok Ko
Author_Institution :
Dept. of Visual Inf. Process., Korea Univ., Seoul, South Korea
Abstract :
In this paper, we propose a new single image dehazing approach based on information fidelity and image entropy. The global atmospheric light is estimated by quadtree subdivision using transformed hazy images. Then, transmission is estimated by an objective function which is comprised of information fidelity and image entropy at non-overlapped sub-block regions. This is further refined by a Weighted Least Squares (WLS) optimization procedure to alleviate block artifacts. We compared performance of the proposed method with conventional methods to validate its effectiveness in an experiment.
Keywords :
entropy; image processing; least squares approximations; optimisation; quadtrees; WLS; block artifacts; global atmospheric light; image entropy; information fidelity; nonoverlapped sub-block regions; objective function; quadtree subdivision; single image dehazing approach; transformed hazy images; weighted least squares optimization procedure; Atmospheric modeling; Conferences; Entropy; Image color analysis; Image edge detection; Image restoration; Linear programming; Airlight; dehazing; edge-preserving smoothing; image entropy; transmission;
Conference_Titel :
Image Processing (ICIP), 2014 IEEE International Conference on
Conference_Location :
Paris
DOI :
10.1109/ICIP.2014.7025820