JOURNAL ARTICLE

Adaptive graph-cuts algorithm based on higher-order MRF for video moving object detection

Chunsheng GuoHaiyan Gao

Year: 2012 Journal:   Electronics Letters Vol: 48 (7)Pages: 371-373   Publisher: Institution of Engineering and Technology

Abstract

A new graph-cuts algorithm for video moving object detection is presented. Using the area, perimeter and shape of the moving objects, the energy function from the low-order Markov random field (LMRF) model is extended to the HMRF model, and the approximate graph-cuts algorithm based on this HMRF model is derived. Experimental results show that the proposed method is more effective than the traditional graph-cuts algorithm for video moving object detection.

Keywords:
Cut Graph Algorithm Artificial intelligence Computer vision Markov random field Object detection Computer science Mathematics Pattern recognition (psychology) Image segmentation Image (mathematics) Theoretical computer science

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Cited By
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FWCI (Field Weighted Citation Impact)
1
Refs
0.05
Citation Normalized Percentile
Is in top 1%
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Citation History

Topics

Advanced Image and Video Retrieval Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Video Surveillance and Tracking Methods
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Medical Image Segmentation Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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