Title :
Single-image deraining using an adaptive nonlocal means filter
Author :
Jin-Hwan Kim ; Chul Lee ; Jae-Young Sim ; Chang-Su Kim
Author_Institution :
Sch. of Electr. Eng., Korea Univ., Seoul, South Korea
Abstract :
An adaptive rain streak removal algorithm for a single image is proposed in this work. We observe that a typical rain streak has an elongated elliptical shape with a vertical orientation. Thus, we first detect rain streak regions by analyzing the rotation angle and the aspect ratio of the elliptical kernel at each pixel location. We then perform the nonlocal means filtering on the detected rain streak regions by selecting nonlocal neighbor pixels and their weights adaptively. Experimental results demonstrate that the proposed algorithm removes rain streaks more efficiently and provides higher restored image qualities than conventional algorithms.
Keywords :
adaptive filters; image enhancement; image restoration; adaptive nonlocal means filter; adaptive rain streak removal algorithm; elliptical kernel; elongated elliptical shape; image enhancement; image restoration quality; nonlocal means filtering; nonlocal neighbor pixels; rain streak region detection; single-image deraining; vertical orientation; Clustering algorithms; Image color analysis; Image restoration; Kernel; Rain; Shape; Vectors; Image enhancement; deraining; kernel regression; nonlocal means filter; rain streak removal;
Conference_Titel :
Image Processing (ICIP), 2013 20th IEEE International Conference on
Conference_Location :
Melbourne, VIC
DOI :
10.1109/ICIP.2013.6738189