Fast Multi-exposure Image Fusion with Median Filter and Recursive Filter

被引:195
作者
Li, Shutao [1 ]
Kang, Xudong [1 ]
机构
[1] Hunan Univ, Coll Elect & Informat Engn, Changsha 410082, Hunan, Peoples R China
基金
中国国家自然科学基金;
关键词
Multi-exposure; dynamic scene; median filter; recursive filter;
D O I
10.1109/TCE.2012.6227469
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper proposes a weighted sum based multi-exposure image fusion method which consists of two main steps: three image features composed of local contrast, brightness and color dissimilarity are first measured to estimate the weight maps refined by recursive filtering. Then, the fused image is constructed by weighted sum of source images. The main advantage of the proposed method lies in a recursive filter based weight map refinement step which is able to obtain accurate weight maps for image fusion. Another advantage is that a novel histogram equalization and median filter based motion detection method is proposed for fusing multi-exposure images in dynamic scenes which contain motion objects. Furthermore, the proposed method is quite fast and thus can be directly used for most consumer cameras. Experimental results demonstrate the superiority of the proposed method in terms of subjective and objective evaluation.
引用
收藏
页码:626 / 632
页数:7
相关论文
共 22 条
  • [1] Debevec P. E., 1997, Computer Graphics Proceedings, SIGGRAPH 97, P369, DOI 10.1145/258734.258884
  • [2] Gallo Orazio, 2009, 2009 IEEE INT C COMP, P1
  • [3] Domain Transform for Edge-Aware Image and Video Processing
    Gastal, Eduardo S. L.
    Oliveira, Manuel M.
    [J]. ACM TRANSACTIONS ON GRAPHICS, 2011, 30 (04):
  • [4] Gonzalez R. C., 2004, Digital image processing using MATLAB, VSecond
  • [5] Single Image-Based Ghost-Free High Dynamic Range Imaging Using Local Histogram Stretching and Spatially-Adaptive Denoising
    Im, Jaehyun
    Jeon, Jaehwan
    Hayes, Monson H.
    Paik, Joonki
    [J]. IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2011, 57 (04) : 1478 - 1484
  • [6] Improved Elastic Registration for Removing Ghost Artifacts in High Dynamic Imaging
    Im, Jaehyun
    Lee, Seungwon
    Paik, Joonki
    [J]. IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2011, 57 (02) : 932 - 935
  • [7] Multiple Exposure Fusion for High Dynamic Range Image Acquisition
    Jinno, Takao
    Okuda, Masahiro
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2012, 21 (01) : 358 - 365
  • [8] Joffre G., 2005, P INT C COMP GRAPH I, P72
  • [9] Kao WC, 2006, IEEE T CONSUM ELECTR, V52, P735
  • [10] Natural HDR Image Tone Mapping Based on Retinex
    Kim, Kyungman
    Bae, Jonghyun
    Kim, Jaeseok
    [J]. IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2011, 57 (04) : 1807 - 1814