CwisardRP is a change detection method in video processing based on a weightless neural system, namely WiSARDrp, with the aim of exploiting its features of being highly adaptive and noise-tolerance at runtime. In CwisardRP, the changing pixel colors in a video are processed by a an incremental learning neural network with a limited-in-time memory-retention mechanism that allow the proposed system to absorb small variations of the learned model (background) in the steady state of operation as well as to fastly adapt to background changes during the video timeline.

Change Detection by Wisardrp

Maurizio Giordano;Massimo De Gregorio
2016

Abstract

CwisardRP is a change detection method in video processing based on a weightless neural system, namely WiSARDrp, with the aim of exploiting its features of being highly adaptive and noise-tolerance at runtime. In CwisardRP, the changing pixel colors in a video are processed by a an incremental learning neural network with a limited-in-time memory-retention mechanism that allow the proposed system to absorb small variations of the learned model (background) in the steady state of operation as well as to fastly adapt to background changes during the video timeline.
2016
Istituto di Calcolo e Reti ad Alte Prestazioni - ICAR
Istituto di Scienze Applicate e Sistemi Intelligenti "Eduardo Caianiello" - ISASI
Neural Networks
Background modeling
Video processing
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/20.500.14243/322307
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