A New Seam Carving Method for Image Resizing Based on Entropy Energy and Lyapunov Exponent

被引:0
作者
Jila Ayubi
Mehdi Chehel Amirani
Morteza Valizadeh
机构
[1] Urmia University,Department of Electrical Engineering
来源
Multimedia Tools and Applications | 2023年 / 82卷
关键词
Image resizing; Seam-carving; Entropy; Lyapunov exponent;
D O I
暂无
中图分类号
学科分类号
摘要
One of the most popular techniques in the field of image retargeting or content-aware resizing a digital image is the seam-carving technique. The performance of image resizing algorithms based on seam-carving indicates that these algorithms are highly dependent on the extraction of importance map techniques. So far, various algorithms have been proposed to extract the importance map. In this paper, a new method based on information entropy is proposed to extract of importance map. Also, a new method for selecting the most optimal seam based on the calculation of the Lyapunov exponents is presented. In simulating the proposed method, two datasets MSRA and RetargetMe have been used, which use two statistical opinions criteria and aspect ratio similarity (ARS) to evaluate the performance of the proposed method. Simulation results based on dynamical systems analysis showed that the proposed algorithm performs better than the classical seam-carving and generalized seam-carving algorithms.
引用
收藏
页码:19417 / 19440
页数:23
相关论文
共 140 条
  • [1] Ayubi P(2020)Deterministic chaos game: a new fractal based pseudo-random number generator and its cryptographic application J Inf Secur Appl 52 102472-1280
  • [2] Setayeshi S(2021)A new chaotic complex map for robust video watermarking Artif Intell Rev 54 1237-4432
  • [3] Rahmani AM(2021)An efficient technique for object recognition using shi-tomasi corner detection algorithm Soft Comput 25 4423-2095
  • [4] Ayubi P(2020)A new pseudo random number generator based on generalized newton complex map with dynamic key J Inf Secur Appl 53 102509-2733
  • [5] Jafari Barani M(2014)Saliency-based selection of gradient vector flow paths for content aware image resizing IEEE Trans Image Process 23 2081-364
  • [6] Yousefi Valandar M(2020)Content-based image retrieval system using orb and sift features Neural Comput Appl 32 2725-283
  • [7] Yosefnezhad Irani B(2003)A visual attention model for adapting images on small displays Multimed Syst 9 353-26561
  • [8] Sedagheh Maskan Sadigh R(2016)Sparse seam-carving for structure preserving image retargeting J Sig Process Syst 85 275-1926
  • [9] Bansal M(2020)Distortion-aware image retargeting based on continuous seam carving model Sig Process 166 107242-613
  • [10] Kumar M(2006)Feature-aware texturing Rendering Techniques 2006 2-867