Title :
A novel video text extraction approach based on Log-Gabor filters
Author_Institution :
Capital Normal Univ., Beijing, China
Abstract :
Video text brings important semantic clues about video content. Text extraction is a crucial stage of analyzing the video text. Most of papers perform video text extraction using stroke, intensity features, which are sensitive to the video background. Text character extraction is difficult due to the complex background of video frames. The structure of text characters exists in its phase information, which is insensitive to the background. The phase map is first generated to retrieve the phase angle image using Log-Gabor filter. Then, we propose a novel text extraction algorithm based on phase map. First, for the text row in single frame, we retrieve the phase map. Second, we perform k-means clustering in the phase map and select one clustering result as the text character image. Third, in 30 consecutive frames which contain same text character, we select the four text character images and combine them into one binary character image. Finally we use the dam point labeling and inward filling [1] to remove some noise and get the binary character image. Experimental results show that this approach is robust and can be effectively applied to text extraction in video.
Keywords :
Gabor filters; pattern clustering; text analysis; video retrieval; video signal processing; Log-Gabor filters; binary character image; dam point labeling; intensity features; inward filling; k-means clustering; phase angle image; phase information; phase map; semantic clues; stroke; text character extraction; text character image; text characters; text extraction algorithm; text row; video background; video content; video frames; video text analysis; video text extraction approach; Feature extraction; Filling; Gabor filters; Image color analysis; Image segmentation; Information filters; Log-Gabor filters; k-means; phase map; text extraction;
Conference_Titel :
Image and Signal Processing (CISP), 2011 4th International Congress on
Conference_Location :
Shanghai
Print_ISBN :
978-1-4244-9304-3
DOI :
10.1109/CISP.2011.6099946