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An Expandable Hardware Platform for Implementation of CNN-Based Applications

An Expandable Hardware Platform for Implementation of CNN-Based Applications,10.1007/978-3-642-21326-7_22,J. Javier Martínez-Álvarez,F. Javier Garrigó

An Expandable Hardware Platform for Implementation of CNN-Based Applications  
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This paper proposes a standalone system for real-time processing of video streams using CNNs. The computing platform is easily expandable and customizable for any application. This is achieved by using a modular approach both for the CNN architecture itself and for its hardware implementation. Several FPGA-based processing modules can be cascaded together with a video acquisition stage and an output interface to a framegrabber for video output storage, all sharing a common communication interface. The pre-verified CNN components, the modular architecture, and the expandable hardware platform provide an excellent workbench for fast and confident developing of CNN applications.
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