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作者:

Ma, Wei (Ma, Wei.) | Liu, Jing (Liu, Jing.) | Duan, Lijuan (Duan, Lijuan.) (学者:段立娟) | Zhang, Xinyong (Zhang, Xinyong.)

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摘要:

Graph cut based interactive segmentation is useful to extract objects from images. Color and gradient constraints are two terms appearing in most of energy functions of related methods. In order to balance the two constraints, state-of-the-art methods adopt a pre-given fixed weight. However, different images and even different parts in a single image have different demands for proportion of the two constraints. This paper proposes a graph cut based segmentation method which is capable of intelligently balancing the two constraints on the fly. Particularly, it analyzes the demand of each pixel for color and gradient constraints and arranges a weight at the pixel to balance the two, automatically. Results show that the proposed method obtains better results than traditional ones.

关键词:

interactive segmentation color and gradient constraints graph cut weight selection

作者机构:

  • [ 1 ] [Ma, Wei]Beijing Univ Technol, Coll Comp Sci, Beijing, Peoples R China
  • [ 2 ] [Duan, Lijuan]Beijing Univ Technol, Coll Comp Sci, Beijing, Peoples R China
  • [ 3 ] [Liu, Jing]Beijing Univ Technol, Sch Software Engn, Beijing, Peoples R China
  • [ 4 ] [Zhang, Xinyong]Renmin Univ China, Sch Informat, Beijing, Peoples R China

通讯作者信息:

  • [Ma, Wei]Beijing Univ Technol, Coll Comp Sci, Beijing, Peoples R China

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来源 :

2013 SECOND IAPR ASIAN CONFERENCE ON PATTERN RECOGNITION (ACPR 2013)

年份: 2013

页码: 557-561

语种: 英文

被引次数:

WoS核心集被引频次: 4

SCOPUS被引频次: 6

ESI高被引论文在榜: 0 展开所有

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