Efficient Salient Region Detection with Soft Image Abstraction


Ming-Ming Cheng
      Jonathan Warrell       Wen-Yan Lin        Shuai Zheng       Vibhav Vineet         Nigel Crook

Vision Group, Oxford Brookes University

Abstract

Detecting visually salient regions in images is one of the fundamental problems in computer vision. We propose a novel method to decompose an image into large scale perceptually homogeneous elements for efficient salient region detection, using a soft image abstraction representation. By considering both appearance similarity and spatial distribution of image pixels, the proposed representation abstracts out unnecessary image details, allowing the assignment of comparable saliency values across similar regions, and producing perceptually accurate salient region detection. We evaluate our salient region detection approach on the largest publicly available dataset with pixel accurate annotations. The experimental results show that the proposed method outperforms 18 alternate methods, reducing the mean absolute error by 25.2% compared to the previous best result, while being computationally more efficient.

Paper

  1. Efficient Salient Region Detection with Soft Image Abstraction. Ming-Ming Cheng, Jonathan Warrell, Wen-Yan Lin, Shuai Zheng, Vibhav Vineet, Nigel Crook. ICCV 2013. [pdf][bib][latex]

Supplemental materials

  • Results comparisons to 18 alternative methods for MSRA 1000 dataset in a 79M PDF.
  • Our result saliency maps: 31MB ZIP, results for other methods (360M ZIP).
  • Prototype software: 2M ZIP.
  • C++ source code is available. It runs 90 fps at my computer (CPU: Intel(R) core (TM) i7 cup 970 @ 3.2 GHz).

Other closely related projects:

1. Salient object detection and segmentation

2. Group saliency

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29 Comments on "Efficient Salient Region Detection with Soft Image Abstraction"

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Xiaoyi
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Xiaoyi

程老师,关于你的THUS-10000数据库,我有一个问题:您这个数据库中的图像是如何从MSRA数据库中挑选的?是全部包括了MSRA_B中的所有图像,再加上一部分MSRA_A中的图像么?还是既包括了MSRA_B中的部分图像,也包含了MSRA_A中的部分图像呢?因为我写论文要用这个数据库,所以需要知道这些信息,谢谢。

Jun
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Jun

您好,Supplemental materials里的 results for other methods下载不了这个压缩包呢,您能重新提供下链接吗?谢谢~

huolina
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huolina

@conference{13iccv/Cheng_Saliency,
title={Efficient Salient Region Detection with Soft Image Abstraction},
author={Ming-Ming Cheng and Jonathan Warrell and Wen-Yan Lin and Shuai Zheng and Vibhav Vineet and Nigel Crook},
booktitle={IEEE ICCV},
pages={1529–1536},
year={2013},
}

duanxin
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duanxin

the paper is very useful to me

duanxin
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duanxin

We use soft image abstraction to decompose an image into large scale perceptually homogeneous elements

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