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
[21]   A Survey on Content-Aware Image and Video Retargeting [J].
Kiess, Johannes ;
Kopf, Stephan ;
Guthier, Benjamin ;
Effelsberg, Wolfgang .
ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS, 2018, 14 (03)
[22]   Content-aware image resizing: An improved and shadow-preserving seam carving method [J].
Hashemzadeh, Mahdi ;
Asheghi, Bahareh ;
Farajzadeh, Nacer .
SIGNAL PROCESSING, 2019, 155 (233-246) :233-246
[23]   Gradient domain statistical image-importance model for content-aware image resizing [J].
Jung, Chanho ;
Kim, Wonjun ;
Kim, Changick .
OPTICAL ENGINEERING, 2011, 50 (12)
[24]   A Distortion-Sensitive Seam Carving Algorithm for Content-Aware Image Resizing [J].
Kumar, Mrityunjay ;
Conger, David D. ;
Miller, Rodney L. ;
Luo, Jiebo ;
Radha, Hayder .
JOURNAL OF SIGNAL PROCESSING SYSTEMS FOR SIGNAL IMAGE AND VIDEO TECHNOLOGY, 2011, 65 (02) :159-169
[25]   A Distortion-Sensitive Seam Carving Algorithm for Content-Aware Image Resizing [J].
Mrityunjay Kumar ;
David D. Conger ;
Rodney L. Miller ;
Jiebo Luo ;
Hayder Radha .
Journal of Signal Processing Systems, 2011, 65 :159-169
[26]   CONTENT-AWARE IMAGE RESIZING WITH SEAM SELECTION BASED ON GRADIENT VECTOR FLOW [J].
Battiato, Sebastiano ;
Farinella, Giovanni Maria ;
Puglisi, Giovanni ;
Ravi, Daniele .
2012 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP 2012), 2012, :2117-2120
[27]   A new content-aware image resizing based on Rényi entropy and deep learning [J].
Ayubi J. ;
Chehel Amirani M. ;
Valizadeh M. .
Neural Computing and Applications, 2024, 36 (15) :8885-8899
[28]   Structure preservation of image using an efficient content-aware image retargeting technique [J].
Garg, Ankit ;
Negi, Ashish ;
Jindal, Prakhar .
SIGNAL IMAGE AND VIDEO PROCESSING, 2021, 15 (01) :185-193
[29]   Structure preservation of image using an efficient content-aware image retargeting technique [J].
Ankit Garg ;
Ashish Negi ;
Prakhar Jindal .
Signal, Image and Video Processing, 2021, 15 :185-193
[30]   An Improved and Optimized Content-Aware Resizing Algorithm for Images with Densely Situated Foreground Objects [J].
Roy, Soumyakanti ;
Dasgupta, Tanmoy ;
Pradhan, Tapan .
2018 INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, SIGNAL PROCESSING AND NETWORKING (WISPNET), 2018,