REAL-TIME PROCESSING TECHNIQUE FOR CONTENT-AWARE IMAGE RESIZING OF VIDEO

被引:0
作者
Park, Daehyun [1 ]
Lee, Kanghee [1 ]
Kim, Yoon [1 ]
机构
[1] Kangwon Natl Univ, Dept Comp & Commun Engn, 192-1 Hyoja2dong, Chuncheon Si 200701, Gangwon Do, South Korea
来源
INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL | 2013年 / 9卷 / 04期
关键词
Real-time processing; Content-aware image resizing; Seam carving;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, a new real-time video scaling technique that preserves the dominant contents of video is proposed. Because a correlation exists between consecutive frames in video, determining the seam of the current frame with reference to the seam of the previous frame allows us to present an effective real-time video scaling technique without additional visual artifacts and analyzing the entire video. For this purpose, frames that have similar features in video are classified into a shot, and the first frame of a shot is resized using conventional seam carving on static images to preserve the important contents of the image as much as possible. At this time, the information about the seam extracted to convert the image size is saved, and the size of the next frame is controlled with reference to the seam information stored in the previous frame. And then, above process is repeated. The proposed algorithm has a fast processing speed similar to the bilinear method, while preserving the main content of an image to the greatest extent possible. In addition, because the memory usage is remarkably small compared with the existing seam carving method, the proposed algorithm is usable in mobile devices, which have many memory restrictions. Computer simulation results indicate that the proposed technique provides a better objective performance, subjective image quality, and content conservation than conventional algorithms.
引用
收藏
页码:1477 / 1492
页数:16
相关论文
共 50 条
[41]   Low Complexity Content-Aware Video Retargeting for Mobile Devices [J].
Nam, Hyeong-Min ;
Byun, Keun-Yung ;
Jeong, Jae-Yun ;
Choi, Kang-Sun ;
Ko, Sung-Jea .
IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2010, 56 (01) :182-189
[42]   Content Aware Image Resizing with Constraint of Object Aspect Ratio Preservation [J].
Mishiba, Kazu ;
Ikehara, Masaaki ;
Yoshitome, Takeshi .
IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2013, E96D (11) :2427-2436
[43]   A Content-Aware Image Stitching Algorithm for Mobile Multimedia Devices [J].
Kim, Hyo-Kak ;
Lee, Kwang-Wook ;
Jung, June-Young ;
Jung, Seung-Won ;
Ko, Sung-Jea .
IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2011, 57 (04) :1875-1882
[44]   A New Improved Seam Carving Content Aware Image Resizing Method [J].
He, Zhiwei ;
Gao, Mingyu ;
Yu, Haibin ;
Ye, Xueyi ;
Zhang, Li ;
Ma, Guojin .
PROCEEDINGS OF THE 2013 IEEE 8TH CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS (ICIEA), 2013, :738-741
[45]   ANOMALY PRESERVING CONTENT-AWARE HYPERSPECTRAL IMAGE SIZE REDUCTION [J].
Erturk, Alp ;
Erturk, Sarp .
IGARSS 2018 - 2018 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, 2018, :6368-6371
[46]   Content-aware image retargeting technique and iterated function system: frameworks, applications, and possible future advancements [J].
Ankit Garg .
Multimedia Tools and Applications, 2024, 83 :20759-20803
[47]   Content-aware image retargeting technique and iterated function system: frameworks, applications, and possible future advancements [J].
Garg, Ankit .
MULTIMEDIA TOOLS AND APPLICATIONS, 2024, 83 (07) :20759-20803
[48]   Real-time nonuniformity correction technique for infrared image [J].
Wang, Y ;
Chen, Q ;
Yin, DK ;
Zhang, BM .
JOURNAL OF INFRARED AND MILLIMETER WAVES, 1999, 18 (02) :151-155
[49]   WAVELET-BASED CONTENT-AWARE IMAGE CODING WITH RATE-DEPENDENT SEAM CARVING [J].
Yoshida, Taichi ;
Tanaka, Yuichi ;
Hasegawa, Madoka ;
Kato, Shigeo ;
Ikehara, Masaaki .
2012 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP 2012), 2012, :2509-2512
[50]   Structure preservation in content-aware image retargeting using multi-operator [J].
Garg, Ankit ;
Negi, Ashish .
IET IMAGE PROCESSING, 2020, 14 (13) :2965-2975