首页 | 官方网站   微博 | 高级检索  
     

多尺度自适应配准的视频超分辨率算法
引用本文:卢 涛1,2,章 瑾1,2,陈白帆3,管英杰1,2. 多尺度自适应配准的视频超分辨率算法[J]. 武汉工程大学学报, 2016, 38(2): 178-184
作者姓名:卢 涛1  2  章 瑾1  2  陈白帆3  管英杰1  2
作者单位:1. 武汉工程大学计算机科学与工程学院,湖北 武汉 430205;2. 智能机器人湖北省重点实验室(武汉工程大学),湖北 武汉 430205;3. 中南大学信息科学与工程学院,湖南 长沙 410083
摘    要:为了提升制约视频超分辨率重建质量的多帧配准精度,提出了一种基于图像块多尺度自适应配准的视频超分辨率算法. 依据图像帧的块内容自适应选择配准尺度,运动边缘信息采用高精度配准,然后将运动向量补偿到多帧图像超分辨率重建代价函数中,利用最大后验概率算法迭代优化高分辨率视频帧. 仿真表明:多尺度自适应配准算法不仅提高了配准精度,还提升了视频超分辨率重建图像帧的主客观质量,证明了多尺度自适应配准在视频超分辨率重建中的有效性.

关 键 词:视频超分辨率  多尺度块匹配  自适应配准

Video Super-Resolution Algorithm Via multi-Scale Adaptive Block-Matching Registration
LU Tao1,2,ZHANG Jin1,2,CHEN Baifan3,GUAN Yingjie1,2. Video Super-Resolution Algorithm Via multi-Scale Adaptive Block-Matching Registration[J]. Journal of Wuhan Institute of Chemical Technology, 2016, 38(2): 178-184
Authors:LU Tao1  2  ZHANG Jin1  2  CHEN Baifan3  GUAN Yingjie1  2
Affiliation:1. School of Computer Science and Engineering, Wuhan Institute of Technology, Wuhan 430205, China,;2. Hubei Key Laboratory of Intelligent Robot (Wuhan Institute of Technology), Wuhan 430205, China; 3. School of Information Science and Engineering, Central South University, Changsha 410083, China
Abstract:To improve the registration accuracy which influences the performance of video super-resolution algorithms, we proposed a video super-resolution algorithm based on multi-scale adaptive block-matching registration. Registration scale was selected with block contents and the moving edge information of video was represented in high registration accuracy. Then, the registration motion vectors were compensated into the cost function of multi-frame super-resolution, and the high-resolution outputs frames were iteratively optimized by the algorithm of maximum a posteriori estimation. Simulation results show that the adaptive multi-scale registration not only enhances the accuracy of video registration, but also improves the performance of video super-resolution, which demonstrates the validity of adaptive multi-scale registration in video super-resolution reconstruction.
Keywords:video super-resolution  multi-scale block matching  adaptive registration
本文献已被 CNKI 等数据库收录!
点击此处可从《武汉工程大学学报》浏览原始摘要信息
点击此处可从《武汉工程大学学报》下载全文
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司    京ICP备09084417号-23

京公网安备 11010802026262号