Image retargeting approach for ranging cameras

被引:0
作者
Lin, H. -Y. [1 ,2 ]
Chang, C. -C. [3 ]
Huang, C. -Y. [1 ,2 ]
机构
[1] Natl Chung Cheng Univ, Dept Elect Engn, Chiayi 621, Taiwan
[2] Natl Chung Cheng Univ, Adv Inst Mfg High Tech Innovat, Chiayi 621, Taiwan
[3] Natl United Univ, Dept Comp Sci & Informat Engn, Miaoli 360, Taiwan
关键词
Image resizing; Image retargeting; Feature map; Seam carving; Ranging camera; ATTENTION;
D O I
10.1179/1743131X12Y.0000000038
中图分类号
TB8 [摄影技术];
学科分类号
0804 ;
摘要
This paper presents a novel image retargeting approach for ranging cameras. The proposed approach first extracts three feature maps: depth map, saliency map and gradient map. Then, the depth map and the saliency map are used to separate the main contents and the background and thus compute a map of saliency objects. After that, the proposed approach constructs an importance map which combines the four feature maps by the weighted sum. Finally, the proposed approach constructs the target image using the seam carving method based on the importance map. Unlike previous approaches, the proposed approach preserves the salient object well and maintains the gradients and visual effects in the background. Moreover, it protects the salient object from being destroyed by the seam carving algorithm. The experimental results show that the proposed approach performs well in terms of the resized quality.
引用
收藏
页码:111 / 120
页数:10
相关论文
共 20 条
[1]  
Adelson E. H., 1984, RCA Engineer, V29, P33
[2]  
[Anonymous], P IEEE COMP SOC C CO
[3]  
[Anonymous], P IEEE COMP SOC C CO
[4]  
[Anonymous], IEEE T PATTERN ANAL, DOI DOI 10.1007/978-3-642-14267-3_2
[5]  
[Anonymous], 2007, PROC IEEE C COMPUT V, DOI 10.1109/CVPR.2007.383267
[6]  
[Anonymous], P IEEE COMP SOC C CO
[7]   Seam carving for content-aware image resizing [J].
Avidan, Shai ;
Shamir, Ariel .
ACM TRANSACTIONS ON GRAPHICS, 2007, 26 (03)
[8]  
Gao DS, 2005, PROC CVPR IEEE, P282
[9]   CONTENT-AWARE IMAGE RESIZING USING PERCEPTUAL SEAM CARVING WITH HUMAN ATTENTION MODEL [J].
Hwang, Daw-Sen ;
Chien, Shao-Yi .
2008 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO, VOLS 1-4, 2008, :1029-+
[10]   A model of saliency-based visual attention for rapid scene analysis [J].
Itti, L ;
Koch, C ;
Niebur, E .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1998, 20 (11) :1254-1259