TY - GEN
T1 - Scribble based interactive page layout segmentation using gabor filter
AU - Kassis, Majeed
AU - El-Sana, Jihad
N1 - Publisher Copyright:
© 2016 IEEE.
PY - 2016/7/2
Y1 - 2016/7/2
N2 - This paper presents an interactive approach for fast and accurate page layout segmentation. It is a scribble-based interactive segmentation approach, where the user draws scribbles on the various regions and the system performs page layout segmentation. The user can correct and refine the resulting segmentation by drawing new scribbles. To classify the various regions of the page, we apply a bank of Gabor filters, in several orientations and multiple frequencies, to capture the orientation, the stroke width, and size of the text. These properties also implicitly encode the writing style of the document. After combining the responses of the Gabor filter into a feature matrix, we classify various regions of the document by applying graph cuts, while taking into account the user made scribbles. The presented approach is very fast, easy to use, robust to user interaction, and provides accurate results.
AB - This paper presents an interactive approach for fast and accurate page layout segmentation. It is a scribble-based interactive segmentation approach, where the user draws scribbles on the various regions and the system performs page layout segmentation. The user can correct and refine the resulting segmentation by drawing new scribbles. To classify the various regions of the page, we apply a bank of Gabor filters, in several orientations and multiple frequencies, to capture the orientation, the stroke width, and size of the text. These properties also implicitly encode the writing style of the document. After combining the responses of the Gabor filter into a feature matrix, we classify various regions of the document by applying graph cuts, while taking into account the user made scribbles. The presented approach is very fast, easy to use, robust to user interaction, and provides accurate results.
KW - Gabor filter
KW - Interactive system
KW - Page segmentation
KW - Scribble-based
UR - http://www.scopus.com/inward/record.url?scp=85012914756&partnerID=8YFLogxK
U2 - 10.1109/ICFHR.2016.0016
DO - 10.1109/ICFHR.2016.0016
M3 - Conference contribution
AN - SCOPUS:85012914756
T3 - Proceedings of International Conference on Frontiers in Handwriting Recognition, ICFHR
SP - 13
EP - 18
BT - Proceedings - 2016 15th International Conference on Frontiers in Handwriting Recognition, ICFHR 2016
PB - Institute of Electrical and Electronics Engineers
T2 - 15th International Conference on Frontiers in Handwriting Recognition, ICFHR 2016
Y2 - 23 October 2016 through 26 October 2016
ER -