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目标自适应图像分块与小目标提取 被引量:2

Object Adaptive Image Division and Object Extraction
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摘要 针对传统二维直方图方法的难点,提出了采用基于分水岭变换的图像自适应分块的解决方法,新方法能使得每个小目标都被分割在同一个图像区域内,克服了传统图像分块方法采用固定分块,易造成将同一目标分到多个区域的缺点。方法中首先采用了基于标记点的灰度图像重建方法对图像进行预处理,在自适应增强目标的同时也克服了分水岭变换易造成过度分割的影响,在此基础上进一步地对图像采取了基于分水岭变换的图像分块,接着在每一个分块区域中采用引入目标分布信息阈值选取方法,得到二值化的结果。实验表明该方法目标分割结果稳定,适合于小目标的分割提取。 The conventional selt-adaptive image thresholding based on two-dimensional histogram is improved through proposed object adaptive image partition.This new method,using watershed transform to split image into regions,makes every wanted object contained in a one and only region.As is well-known,traditional image partition of two-dimensional histogram often causes one wanted object to be splitted into several regions and needs complicated post-processing.Our methods applies image gray reconstruction operation to the original image at first and this eliminated over-segmentation caused by watershed transform,then partition based on watershed transform is applied,at last an improved thresholding method which considers the distribution of objects in same region,is used to get final result.Many experimental results show that this proposed method is efficient in small object extraction.
出处 《计算机工程与应用》 CSCD 北大核心 2005年第25期88-90,共3页 Computer Engineering and Applications
关键词 分水岭变换 灰度重建 目标提取 图像分割 watershed transformation,gray reconstruction,object extraction,image segmentation
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  • 1朱虹,钱学明,冯春来,祝培,陈刚.掺气水流图象检测中的一种气泡区域提取方法[J].中国图象图形学报(A辑),2003,8(11):1254-1260. 被引量:4
  • 2F Meyer,An overview of morphological segmentation[J].Intemational Journal of Pattern Recognition and Artificial Intelllgence,2001 ;15(7): 1089-1118.
  • 3Luc Vincent,Pierre Soille,Watersheds in digital spaces:an Efficient algorithm based on immersion simulations[J],IEEE Transactions on Pattern Analysis and Machine Intelligence, 1991 ;13(6) :583-598.
  • 4A Bleau,L Joshua Leon.Watershed based segmentation and region merging[J].Computer Vision and Image Understanding, 2000 ; 77 : 317-370.
  • 5D Hagyard,M Razaz,P Atkin.Analysis of watershed algorithms for greyscale images[C].In:IEEE International Conference On Image Processing, 1996: 41-44.
  • 6Luc Vincent.Morphological grayscale reconstruction in image analysis: applications and efficient algorithms[J].IEEE Transactions on Image Processing, 1993 ;2 (2) : 176-201.
  • 7Laurent Najman, Michel Schmitt. Geodesic saliency of watershed contours and hierarchical segmentation[J].IEEE Transactions on Pattern Analysis and Machine Intelligence, 1996; 10(12) :1163-1173.

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