Genetic Seam Carving: A Genetic Algorithm Approach for Content-Aware Image Retargeting

被引：1

作者：

Oliveira, Saulo A. F. ^{[1
]}

Bezerra, Francisco N. ^{[1
]}

Rocha Neto, Ajalmar R. ^{[1
]}

机构：

[1] IFCE, Fed Inst Ceara, Fortaleza, Ceara, Brazil

来源：

PATTERN RECOGNITION AND IMAGE ANALYSIS (IBPRIA 2015) | 2015年 / 9117卷

关键词：

Genetic Algorithms; Content-aware retargeting; Seam Carving; SSIM; SIFT;

D O I：

10.1007/978-3-319-19390-8_78

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Seam Carving is a method to retarget images by removal of pixels paths with minimal visual impact. The method acts by exhaustive searching of minimal cost paths according to a pixel relevance function. In the present paper, we explore optimal or suboptimal paths obtained by a new Genetic Algorithm method called Genetic Seam Carving. Besides the suboptimal character of this approach, we show in the experiments that, we achieve quality results similar to the original Seam Carving method, and in some cases we even obtain less degradation.

引用

页码：700 / 707

页数：8

共 50 条

[41] A Hybrid Nonlinear and Linear Approach for Content-Aware Image Downscaling [J].

Owada, Takumi ;

Kameda, Yusuke ;

Matsuda, Ichiro ;

Itoh, Susumu .

INTERNATIONAL WORKSHOP ON ADVANCED IMAGING TECHNOLOGY (IWAIT) 2020, 2020, 11515

[42] An improved genetic algorithms-based seam carving method [J].

de Oliveira S.A.F. ;

da Rocha Neto A.R. .

International Journal of Innovative Computing and Applications, 2016, 7 (04) :236-242

[43] An Improved Genetic Algorithms-based Seam Carving Method [J].

Oliveira, Saulo A. F. ;

Rocha Neto, Ajalmar R. .

2015 LATIN AMERICA CONGRESS ON COMPUTATIONAL INTELLIGENCE (LA-CCI), 2015,

[44] 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

[45] 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

[46] Multi-operator image retargeting with automatic integration of direct and indirect seam carving [J].

Luo, Siqiang ;

Zhang, Junping ;

Zhang, Qian ;

Yuan, Xiaoru .

IMAGE AND VISION COMPUTING, 2012, 30 (09) :655-667

[47] A Novel 3-D Image Retargeting by Using Stereo Seam Carving with Disparity Map Acquisition (DMA) Algorithm [J].

Jagtap, Mahendra T. ;

Tripathi, R. C. .

PROCEEDINGS OF THE 2019 8TH INTERNATIONAL CONFERENCE ON SYSTEM MODELING & ADVANCEMENT IN RESEARCH TRENDS (SMART-2019), 2019, :200-203

[48] Real-Time Content-Aware Video Retargeting for Tunnel Vision Assistance [J].

Knack, Thomas ;

Savakis, Andreas .

MULTIMEDIA CONTENT AND MOBILE DEVICES, 2013, 8667

[49] Deep learning-based importance map for content-aware media retargeting [J].

Le, Thi-Ngoc-Hanh ;

Lee, Tong-Yee ;

Lin, Shih-Syun ;

Dong, Weiming .

MULTIMEDIA TOOLS AND APPLICATIONS, 2024, 83 (30) :74301-74322

[50] SALIENCY DETECTION FOR CONTENT-AWARE IMAGE RESIZING [J].

Achanta, Radhakrishna ;

Suesstrunk, Sabine .

2009 16TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-6, 2009, :1005-1008

← 1 2 3 4 5 →