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Dynamic Vision Sensor integration on FPGA-based CNN accelerators for high-speed visual classification

Date

Date

Date
2019
Working Paper

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Linares-Barranco, A., Rios-Navarro, A., Tapiador-Morales, R., & Delbruck, T. (2019). Dynamic Vision Sensor integration on FPGA-based CNN accelerators for high-speed visual classification (ArXiv.Org). https://arxiv.org/abs/1905.07419

Abstract

Abstract

Abstract

Deep-learning is a cutting edge theory that is being applied to many fields. For vision applications the Convolutional Neural Networks (CNN) are demanding significant accuracy for classification tasks. Numerous hardware accelerators have populated during the last years to improve CPU or GPU based solutions. This technology is commonly prototyped and tested over FPGAs before being considered for ASIC fabrication for mass production. The use of commercial typical cameras (30fps) limits the capabilities of these systems for high speed ap

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3 since deposited on 2020-02-14
Acq. date: 2025-11-12

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1 since deposited on 2020-02-14
Acq. date: 2025-11-12

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Series Name

Series Name
ArXiv.org

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Institution

Institution

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Item Type
Working Paper

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Language
English

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Publication date
2019

Date available

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Date available
2020-02-14

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2331-8422

OA Status

OA Status

OA Status
Green

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3 since deposited on 2020-02-14
Acq. date: 2025-11-12

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1 since deposited on 2020-02-14
Acq. date: 2025-11-12

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Citations

Citation copied

Linares-Barranco, A., Rios-Navarro, A., Tapiador-Morales, R., & Delbruck, T. (2019). Dynamic Vision Sensor integration on FPGA-based CNN accelerators for high-speed visual classification (ArXiv.Org). https://arxiv.org/abs/1905.07419

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