Automatic foreground extraction by background elimination based on multiscale segmentation

Ki Tae Park; Chan Woo Park; Young Shik Moon

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Automatic foreground extraction by background elimination based on multiscale segmentation

机译：基于多尺度分割的背景消除自动前景提取

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摘要

We propose an approach to automatically extracting foreground regions. This is a novel method for segmenting salient objects from still images by background elimination. To extract foreground regions, a new method of background elimination based on multiscale segmentation is proposed to detect candidate object regions. To this end, we use a trimap consisting of foreground, background, and undefined regions and a region adjacency graph. A graph-cut technique is finally used to extract exact foreground regions from the candidates. Experimental results have shown that the proposed method yields a better foreground extraction than Kim's method under various environments containing multiple objects and clutter backgrounds in natural images.

机译：我们提出了一种自动提取前景区域的方法。这是一种通过背景消除从静止图像中分割显着对象的新颖方法。为了提取前景区域，提出了一种基于多尺度分割的背景消除新方法来检测候选目标区域。为此，我们使用由前景，背景和未定义区域以及区域邻接图组成的三元地图。最后使用图割技术从候选对象中提取确切的前景区域。实验结果表明，在自然图像中包含多个物体和杂乱背景的各种环境下，该方法比Kim方法具有更好的前景提取效果。

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来源
《Optical engineering》 |2011年第6期|p.067004.1-067004.7|共7页
作者
Ki Tae Park; Chan Woo Park; Young Shik Moon;
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作者单位

Hanyang University Ambient Intelligence Software Team Institute of Hanyang BK21 17 Haengdang-dong, Seongdong-gu Seoul 133-791 Republic of Korea;

Hanyang University Department of Computer Science and Engineering 1271 Sa-3-dong Sangnok-gu, Ansan-si Gyeonggi-do 426-791, Republic of Korea;

Hanyang University Department of Computer Science and Engineering 1271 Sa-3-dong Sangnok-gu, Ansan-si Gyeonggi-do 426-791, Republic of Korea;

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收录信息美国《科学引文索引》(SCI);美国《工程索引》(EI);
原文格式 PDF
正文语种 eng
中图分类
关键词
foreground extraction; background elimination; multiscale segmentation; graph cuts;

机译：前景提取;背景消除;多尺度分割图切;

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1. Unsupervised foreground segmentation using background elimination and graph cut techniques [J] . K.T. Park, J.H. Lee, Y.S. Moon Electronicsletters . 2009,第20期

机译：使用背景消除和图割技术的无监督前景分割
2. Semi-automatic foreground/background segmentation of motion picture images and image sequences [J] . P. Hillman, J. Hannah, D. Renshaw IEE proceedings, Part K. Vision, image and signal processing . 2005,第4期

机译：运动图像和图像序列的半自动前景/背景分割
3. Semi-automatic foreground/background segmentation of motion picture images and image sequences [J] . P. Hillman, J. Hannah, D. Renshaw IEE Proceedings. Part K, Vision, image and signal processing . 2005,第4期

机译：运动图像和图像序列的半自动前景/背景分割
4. Automatic and exam-type independent algorithm for the segmentation and extraction of foreground, background, and anatomy regions in digital radiographic images [C] . Xiaohui Wang, Hui Luo Image Processing pt.2 . 2004

机译：自动和检查类型无关的算法，用于数字放射线图像中的前景，背景和解剖区域的分割和提取
5. Video segmentation into background and foreground using simplified mean-shift filter and clustering. [D] . Sinha, Sudhanshu Kumar. 2014

机译：使用简化的均值漂移滤波器和聚类将视频分割为背景和前景。
6. Automatic Building Extraction from Google Earth Images under Complex Backgrounds Based on Deep Instance Segmentation Network [O] . Qi Wen, Kaiyu Jiang, Wei Wang, 2019

机译：基于深度实例分割网络的复杂背景下Google Earth图像的自动建筑物提取
7. Bayesian foreground segmentation and tracking using pixel-wise background model and region-based foreground model [O] . Gallego Vila, Jaime, Pardàs Feliu, Montse, Haro, Gloria 2009

机译：使用逐像素背景模型和基于区域的前景模型进行贝叶斯前景分割和跟踪

Automatic foreground extraction by background elimination based on multiscale segmentation

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