NOISE-RESISTANT AND ROTATION-INVARIANT TEXTURE DESCRIPTION AND REPRESENTATION USING LOCAL GABOR
WAVELETS BINARY PATTERNS

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Hadizadeh Hadi

مرکز اطلاعات علمی Scientific Information Database (SID) - Trusted Source for Research and Academic Resources

Seminar Paper

Paper Information

Seminar: INTERNATIONAL SYMPOSIUM ON ARTIFICIAL INTELLIGENCE AND SIGNAL PROCESSING (AISP)
Year:2015 | Issue:1

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Title

NOISE-RESISTANT AND ROTATION-INVARIANT TEXTURE DESCRIPTION AND REPRESENTATION USING LOCAL GABOR WAVELETS BINARY PATTERNS

Author(s)

Hadizadeh Hadi | Issue Writer Certificate

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Abstract

THIS PAPER PRESENTS A ROTATION-INVARIANT TEXTURE DESCRIPTOR, WHICH IS ROBUST TO NOISE. IN THE PROPOSED METHOD, A GIVEN GRAY-SCALE TEXTURE IMAGE IS FIRST FILTERED BY A SET OF GABOR WAVELETS FILTERS. THE FILTERS ARE DESIGNED SUCH THAT THEIR HALFPEAK MAGNITUDE SUPPORT IN THE FREQUENCY SPECTRUM TOUCH EACH OTHER WITH NO OVERLAP TO REDUCE REDUNDANT INFORMATION. AFTER THAT A NUMBER OF LOCAL BINARY PATTERNS CALLED “LOCAL GABOR WAVELETS BINARY PATTERNS” (LGWBPS) ARE COMPUTED BASED ON THE OBTAINED GABOR WAVELETS FILTERS RESPONSES VIA GLOBAL MEASURES. THE HISTOGRAM OF THE COMPUTED LGWBPS IS THEN USED AS A TEXTURE FEATURE VECTOR. EXTENSIVE EXPERIMENTS WERE CONDUCTED ON THE WELLKNOWN OUTEX, AND CURET DATABASES IN THE PRESENCE OF DIFFERENT LEVELS OF GAUSSION NOISE. EXPERIMENTAL RESULTS INDICATE THAT THE PROPOSED METHOD CAN BE UTILIZED AS A SUITABLE NOISE-ROBUST AND ROTATION-INVARIANT TEXTURE DESCRIPTOR FOR TEXTURE CLASSIFICATION. ...

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APA: Copy

Hadizadeh, Hadi. (2015). NOISE-RESISTANT AND ROTATION-INVARIANT TEXTURE DESCRIPTION AND REPRESENTATION USING LOCAL GABOR WAVELETS BINARY PATTERNS . INTERNATIONAL SYMPOSIUM ON ARTIFICIAL INTELLIGENCE AND SIGNAL PROCESSING (AISP). SID. https://sid.ir/paper/927425/en

Vancouver: Copy

Hadizadeh Hadi. NOISE-RESISTANT AND ROTATION-INVARIANT TEXTURE DESCRIPTION AND REPRESENTATION USING LOCAL GABOR WAVELETS BINARY PATTERNS . 2015. Available from: https://sid.ir/paper/927425/en

IEEE: Copy

Hadi Hadizadeh, “NOISE-RESISTANT AND ROTATION-INVARIANT TEXTURE DESCRIPTION AND REPRESENTATION USING LOCAL GABOR WAVELETS BINARY PATTERNS ,” presented at the INTERNATIONAL SYMPOSIUM ON ARTIFICIAL INTELLIGENCE AND SIGNAL PROCESSING (AISP). 2015, [Online]. Available: https://sid.ir/paper/927425/en

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