Content-Aware Retargeted Image Quality Assessment
作者： Tingting Zhang , Ming Yu , Yingchun Guo , Yi Liu
DOI: 10.3390/INFO10030111
关键词: Image scaling 、 Pattern recognition 、 Structural similarity 、 Similarity (network science) 、 Image quality 、 Feature (computer vision) 、 Artificial intelligence 、 Image (mathematics) 、 Mean opinion score 、 Computer science 、 Correlation
摘要: In targeting the low correlation between existing image scaling quality assessment methods and subjective awareness, a content-aware retargeted algorithm is proposed, which based on structural similarity index. this paper, index, that is, local algorithm, can measure different sizes of same proposed. The Speed Up Robust Feature (SURF) used to extract content loss degree. significant area ratio calculated by extracting saliency region function obtained linear fusion. CUHK database MIT RetargetMe database, compared with four representative algorithms other latest kinds algorithms, experiment proves proposed has higher Mean Opinion Score (MOS) values corresponds result human assessment.
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sci-hub.se 参考文章(27)
Vipin Kamble, K.M. Bhurchandi, No-reference image quality assessment algorithms: A survey Optik. ,vol. 126, pp. 1090- 1097 ,(2015) , 10.1016/J.IJLEO.2015.02.093
Jianxin Lin, Lingling Zhu, Zhibo Chen, Xiaoming Chen, Objective quality assessment for image retargeting based on hybrid distortion pooled model quality of multimedia experience. pp. 1- 6 ,(2015) , 10.1109/QOMEX.2015.7148090
Z. Karni, D. Freedman, C. Gotsman, Energy-based image deformation symposium on geometry processing. ,vol. 28, pp. 1257- 1268 ,(2009) , 10.1111/J.1467-8659.2009.01503.X
Yu-Shuen Wang, Chiew-Lan Tai, Olga Sorkine, Tong-Yee Lee, Optimized scale-and-stretch for image resizing ACM Transactions on Graphics. ,vol. 27, pp. 1- 8 ,(2008) , 10.1145/1409060.1409071
Shai Avidan, Ariel Shamir, Seam carving for content-aware image resizing ACM SIGGRAPH 2007 papers on - SIGGRAPH '07. ,vol. 26, pp. 10- ,(2007) , 10.1145/1275808.1276390
Philipp Krähenbühl, Manuel Lang, Alexander Hornung, Markus Gross, A system for retargeting of streaming video international conference on computer graphics and interactive techniques. ,vol. 28, pp. 126- ,(2009) , 10.1145/1618452.1618472
Stas Goferman, Lihi Zelnik-Manor, Ayellet Tal, Context-Aware Saliency Detection IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 34, pp. 1915- 1926 ,(2012) , 10.1109/TPAMI.2011.272
Saulo A.F. Oliveira, Ajalmar R. Rocha Neto, Francisco N. Bezerra, A novel Genetic Algorithms and SURF-Based approach for image retargeting Expert Systems With Applications. ,vol. 44, pp. 332- 343 ,(2016) , 10.1016/J.ESWA.2015.09.015
Michael Rubinstein, Ariel Shamir, Shai Avidan, Improved seam carving for video retargeting international conference on computer graphics and interactive techniques. ,vol. 27, pp. 16- ,(2008) , 10.1145/1360612.1360615
Lin Ma, Weisi Lin, Chenwei Deng, King Ngi Ngan, Image Retargeting Quality Assessment: A Study of Subjective Scores and Objective Metrics IEEE Journal of Selected Topics in Signal Processing. ,vol. 6, pp. 626- 639 ,(2012) , 10.1109/JSTSP.2012.2211996