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سی و سومین کنفرانس بین المللی مهندسی برق
Texture description and Face Recognition using Weighted Local Patch Distance Vectors
نویسندگان :
Ziba Javanmardi
1
Farzam Mohebbi
2
Seyed Saeed Hayati
3
1- دانشگاه علوم و فنون دریایی خرمشهر
2- دانشگاه علوم و فنون دریایی خرمشهر
3- دانشگاه علوم و فنون دریایی خرمشهر
کلمات کلیدی :
texture description،face recognition،image feature extraction،scale invariance،robustness to noise
چکیده :
Texture-based descriptors are integral to advancing face recognition systems, especially under varying conditions of illumination, noise, and scale. This paper proposes an enhancement to the Local Patch Distance Vector (LPDV) texture descriptor, termed Weighted Local Patch Distance Vector (WLPDV). By incorporating weighted Euclidean distances derived from patch variances, the proposed method improves the sensitivity of LPDV to critical texture details. Furthermore, the integration of a scalespace framework enhances scale invariance. Extensive evaluations on texture and face datasets, including Outex, Brodatz and CelebA, demonstrate the robustness of WLPDV against noise, rotation, illumination, and scale variations. Results reveal superior performance compared to existing descriptors such as LBP, LTP, and CLBP, establishing WLPDV as a versatile and efficient tool for both texture description and face recognition tasks.
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بیشتر
ثمین همایش، سامانه مدیریت کنفرانس ها و جشنواره ها - نگارش 42.0.4