JOURNAL ARTICLE

Document Image Registration Based on Local Feature Image and Harris Feature Points Detection

Lianqiang NiuHe LiuShengnan Zhang

Year: 2017 Journal:   DEStech Transactions on Engineering and Technology Research   Publisher: Destech Publications

Abstract

Image registration is the precondition of extracting document image content. A registration method for document image based on local feature image and Harris feature points detection is proposed. Firstly, a small amount of Harris feature points in the reference image are extracted so as to obtain the local feature image, then the Harris feature points of the registration image are also extracted, after that the feature points of the two images are matched by the Euclidean distance similarity measure and KD tree nearest neighbor searching. Secondly, in order to improve the accuracy and the efficiency of matching, the two-way maximum similarity matching is used to filtrate the matching point-pairs for the first time, and then RANSAC and the affine transformation are combined to complete the second filtrating and parameters estimation. Finally, the image is registered by using quadratic linear interpolation. The experimental results show that the proposed method has the high accuracy and efficiency of registration for the document image, and has a good resistance to image rotation, distortion and noise.

Keywords:
RANSAC Artificial intelligence Feature (linguistics) Feature detection (computer vision) Pattern recognition (psychology) Affine transformation Image registration Computer vision Mathematics Corner detection Homography Similarity (geometry) Image (mathematics) Matching (statistics) Euclidean distance Computer science Image processing

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Topics

Image Processing and 3D Reconstruction
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Image Retrieval and Classification Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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