Title :
Saliency map based improved segmentation
Author :
Prerana Mukherjee;Brejesh Lall;Archit Shah
Author_Institution :
Indian Institute of Technology, Delhi, India
Abstract :
In this paper we present a novel approach for refining segmentation using saliency map. To achieve this, we first develop a new saliency detection method based on cues at various levels. Initially preprocessing step is done using non-linear anisotropic diffusion filtering in order to preserve the edge information in the foreground salient objects and smoothen the background. Then we apply grab cut segmentation using saliency map as the input to get improved segmentation. Repeated application of the scheme is used for multi-object segmentation. The experimental results for the saliency technique show high precision and recall rates against the state-of-the-art methods.
Keywords :
"Image segmentation","Image color analysis","Filtering","Quaternions","Anisotropic magnetoresistance","Image edge detection","Histograms"
Conference_Titel :
Image Processing (ICIP), 2015 IEEE International Conference on
DOI :
10.1109/ICIP.2015.7351008