TY - GEN
T1 - Selecting suitable image retargeting methods with multi-instance multi-label learning
AU - Song, Muyang
AU - Ren, Tongwei
AU - Liu, Yan
AU - Bei, Jia
AU - Zhao, Zhihong
PY - 2013/12/1
Y1 - 2013/12/1
N2 - Althogh the diversity of mobile devices brings in image retargeting technique to effectively display images on various screens, no existing image retargeting method can handle all images well. In this paper, we propose a novel approach to select suitable image retargeting methods solely based on original image characteristic, which can obtain acceptable selection accuracy with low computation cost. First, the original image is manually annotated with several simple features. Then, suitable methods are automatically selected from candidate image retargeting methods using multi-instance multi-label learning. Finally, target images are generated by the selected methods. Experiments demonstrate the effectiveness of the proposed approach.
AB - Althogh the diversity of mobile devices brings in image retargeting technique to effectively display images on various screens, no existing image retargeting method can handle all images well. In this paper, we propose a novel approach to select suitable image retargeting methods solely based on original image characteristic, which can obtain acceptable selection accuracy with low computation cost. First, the original image is manually annotated with several simple features. Then, suitable methods are automatically selected from candidate image retargeting methods using multi-instance multi-label learning. Finally, target images are generated by the selected methods. Experiments demonstrate the effectiveness of the proposed approach.
KW - Image characteristic analysis
KW - Image retargeting
KW - Method selection
KW - Multi-instance multi-label learning
UR - http://www.scopus.com/inward/record.url?scp=84892946852&partnerID=8YFLogxK
U2 - 10.1007/978-3-319-02753-1_42
DO - 10.1007/978-3-319-02753-1_42
M3 - Conference article published in proceeding or book
SN - 9783319027524
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 418
EP - 426
BT - Brain and Health Informatics - International Conference, BHI 2013, Proceedings
T2 - International Conference on Brain and Health Informatics, BHI 2013
Y2 - 29 October 2013 through 31 October 2013
ER -