Title :
Edge-directed interpolation
Author :
Allebach, Jan ; Wong, Ping Wah
Author_Institution :
Sch. of Electr. & Comput. Eng., Purdue Univ., West Lafayette, IN, USA
Abstract :
We present a new method for digitally interpolating images to higher resolution. It consists of two phases: rendering and correction. The rendering phase is edge-directed. From the low resolution image data, we generate a high resolution edge map by first filtering with a rectangular center-on-surround-off filter and then performing piecewise linear interpolation between the zero crossings in the filter output. The rendering phase is based on bilinear interpolation modified to prevent interpolation across edges, as determined from the estimated high resolution edge map. During the correction phase, we modify the mesh values on which the rendering is based to account for the disparity between the true low resolution data, and that predicted by a sensor model operating on the high resolution output of the rendering phase. The overall process is repeated iteratively. We show experimental results which demonstrate the efficacy of our interpolation method
Keywords :
edge detection; filtering theory; image resolution; interpolation; iterative methods; piecewise-linear techniques; rendering (computer graphics); bilinear interpolation; correction phase; edge-directed interpolation; filtering; high resolution edge map; image interpolation; piecewise linear interpolation; rectangular center-on-surround-off filter; rendering phase; zero crossings; Filtering; Image quality; Image resolution; Image sensors; Interpolation; Milling machines; Nonlinear filters; Piecewise linear techniques; Predictive models; Rendering (computer graphics);
Conference_Titel :
Image Processing, 1996. Proceedings., International Conference on
Conference_Location :
Lausanne
Print_ISBN :
0-7803-3259-8
DOI :
10.1109/ICIP.1996.560768