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Design method for orientation-selective CNN filters | IEEE Conference Publication | IEEE Xplore

Design method for orientation-selective CNN filters


Abstract:

We present a simple design technique for realizing CNN linear filters with an orientation-selective frequency response. This design method relies on a 1-D prototype linea...Show More

Abstract:

We present a simple design technique for realizing CNN linear filters with an orientation-selective frequency response. This design method relies on a 1-D prototype linear filter (either FIR or IIR), whose shape is identical with the cross-section of the oriented filter to be designed. Considering an IIR realization (with minimum-size templates) for the oriented cosine function and knowing the prototype template coefficients, the oriented filter templates can be easily determined. Simulation results are finally given, to illustrate a task of detecting straight lines with a given orientation from an image, using the CNN oriented filter.
Date of Conference: 23-26 May 2004
Date Added to IEEE Xplore: 03 September 2004
Print ISBN:0-7803-8251-X
Conference Location: Vancouver, BC, Canada

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