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基于结构偏移映射统计和多方向特征的MRF图像修复算法
引用本文:李志丹,程吉祥,刘家伟. 基于结构偏移映射统计和多方向特征的MRF图像修复算法[J]. 电子学报, 2020, 48(5): 985-989. DOI: 10.3969/j.issn.0372-2112.2020.05.020
作者姓名:李志丹  程吉祥  刘家伟
作者单位:西南石油大学电气信息学院, 四川成都 610500
摘    要:为使目标移除后的修复效果更好地满足人眼视觉要求,本文提出基于结构偏移映射统计和多方向特征的修复方法.一方面,为更好地保持修复后图像结构部分的连贯性,首先基于Curvelet变换获得的边缘特征将待修复图像划分为结构部分和非结构部分,分别统计相似块之间的偏移映射,在此基础上选择主要的偏移映射作为两部分的候选标签.另一方面,为更好地保持填充区域内相邻像素间的连续一致性,构造引入多方向特征的全局能量优化方程.实验结果表明本文所提出的图像修复算法性能优于多种现有算法.

关 键 词:图像修复  结构偏移映射统计  多方向特征  马尔科夫随机场  
收稿时间:2019-03-06

MRF Image Inpainting Algorithm Based on Structure Offsets Statistics and Multi-direction Features
LI Zhi-dan,CHENG Ji-xiang,LIU Jia-wei. MRF Image Inpainting Algorithm Based on Structure Offsets Statistics and Multi-direction Features[J]. Acta Electronica Sinica, 2020, 48(5): 985-989. DOI: 10.3969/j.issn.0372-2112.2020.05.020
Authors:LI Zhi-dan  CHENG Ji-xiang  LIU Jia-wei
Affiliation:School of Electrical Engineering and Information, Southwest Petroleum University, Chengdu, Sichuan 610500, China
Abstract:To make the inpainted images better meet human eye visual requirement,this paper proposes a MRF image inpainting algorithm based on structure offset statistics and multi-direction features.On one hand,to better maintain structure coherence of the inpainted images,the degraded image is partitioned into structure and non-structure parts according to the edge features extracted by Curvelet transform,and the offsets between the similar patches are respectively counted.For each part a few dominant offsets are selected as the candidate labels according to their statistics.On the other hand,to better maintain neighborhood consistence between adjacent pixels,the energy function is constructed by incorporating multi-direction features.Experimental results show that the proposed approach outperforms several state-of-the-art methods.
Keywords:image inpainting  structure offsets statistics  multi-direction feature  Markov Random Field(MRF)  
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