Time-frequency Description of Window Textures and its Application in Building Extraction[J]. Journal of Image and Graphics, 2004, 9(10): 1175. DOI: 10.11834/jig.2004010225.
a good description for window textures is of great significance for building extraction. In this paper
based on the result of vertical line extraction
the time-frequency analysis and the Radon transform are used to describe the directivity and periodicity of widow texture. First
in order to acquire periodic texture signals
gray-levels down the vertical lines are picked-up; and in order to enhance signal's robustness for noise and to catch the transversal orientation of texture
gray-levels along several quantitative directions are accumulated based on vertical lines
just like the well-known Radon transform. Second
the Fourier spectrum analysis is adopted to deduce the existence of window texture and its transversal orientation (namely the horizontal orientation of wall). With this understanding
the reliability of corresponding vertical line is ensured. However
its actual pixel positions are needed to be verified furthermore. To do so
the short-time Fourier spectrum of texture signal is computed sequentially
and the part with the same periodicity indicates the accurate location of vertical line. Lastly
the experimental results demonstrate that
reasonable analyses of window texture can be used to acquire reliable evidences for the presence of buildings and exact locations of their vertical lines
and to calculate local horizontal orientations of walls. The proposed algorithm provides a new favourable approach for the detection and acquisition of 3D information of buildings.