arrow
Return

Estimating Visual Saliency Through Single Image Optimization

delete2013-09-01
delete26
PRE
AI
贾力 cover
贾力 (Jia Li)
Y
Yonghong Tian *
L
Ling‐Yu Duan
T
Tiejun Huang
DOI:10.1109/LSP.2013.2268868delete
deleteOriginal
deleteOriginal request for help
deleteShare
deleteSave
Abstract

Abstract

En 中文
This letter presents a novel approach for visual saliency estimation through single image optimization. Instead of directly mapping visual features to saliency values with a unified model, we treat regional saliency values as the optimization objective on each single image. By using a quadratic programming framework, our approach can adaptively optimize the regional saliency values on each specific image to simultaneously meet multiple saliency hypotheses on visual rarity, center-bias and mutual correlation. Experimental results show that our approach can outperform 14 state-of-the-art approaches on a public image benchmark.
Keywords:
Quadratic programming
single image optimization
visual saliency
AI Summary

AI Summary

Key information extracted from the uploaded paper, including a brief overview, abstract, background, key highlights, visual analysis, and future outlook.

Journal

IEEE Signal Processing Magazine cover
IEEE Signal Processing Magazine
IF:
9.6
Papers:
1.1W
Citations:
1.7W

Organization

P
peking university
Scholars:
11.9W
Papers: 8.7W
Citations: 146
Cited Papers

Cited Papers

Modeling attention to salient proto-objects
err2006-11-01
err1.0K
PREAI
errWalther, Dirk; Koch, Christof
errShare
errSave
Continuous Live-Cell Culture Monitoring by Compact Lensless LED Microscopes
err2018-12-05
err0
errOAAI
errGregor Scholz; Shinta Mariana; Iqbal Syamsu; Agus Budi Dharmawan; Torben Schulze; Kai Mattern; Philipp Hörmann; Jana Hartmann; Andreas Dietzel; Ingo Rustenbeck; Karsten Hiller; Joan Daniel Prades; Andreas Waag; Hutomo Suryo Wasisto
errShare
errSave
Equilibrium in Ring Expansion Reactions of the Bromo Epoxides
err1997-07-01
err0
PREAI
errNobuyuki Hayashi; Kenshu Fujiwara; Akio Murai
errShare
errSave
Sustainable neighborhoods in Brazil: a comparison of concepts and applications
err2019-08-12
err0
PREAI
errAna Paula Lima Vilela; Michelle Simões Reboita; Luiz Felipe Silva; Miglena Krasimirova Gerasimova; Daniele Ornaghi Sant’Anna
errShare
errSave
Main Ecosystem Characteristics and Distribution of Wetlands in Boreal and Alpine Landscapes in Northern Sweden Under Climate Change
err2011-12-16
err0
errOAAI
errJ. Jeglum; S. Sandring; P. Christensen; A. Glimskar; A. Allard; L. Nilsson; J. Svensso
errShare
errSave
Brain investigations of rodent disease models by chemical exchange saturation transfer at 21.1 T
err2018-07-27
err0
errOAAI
errTangi Roussel; Jens T. Rosenberg; Samuel C. Grant; Lucio Frydman
errShare
errSave
researcher View more