In Proceedings of the 2017 International Joint Conference on Neural Networks (IJCNN’17). Ternary neural networks for resource-efficient AI applications. In Proceedings of the 50th Annual IEEE/ACM International Symposium on Microarchitecture (MICRO’17). Bit-pragmatic deep neural network computing. Tactics to directly map CNN graphs on embedded FPGAs. In Proceedings of the 10th International Conference on Distributed Smart Camera (ICDSC’16). A holistic approach for optimizing DSP block utilization of a CNN implementation on FPGA. Kamel Abdelouahab, Cédric Bourrasset, Maxime Pelcat, François Berry, Jean-Charles Quinton, and Jocelyn Serot.Finally, a uniform evaluation methodology is proposed, aiming at the comprehensive, complete, and in-depth evaluation of CNN-to-FPGA toolflows. Moreover, major challenges and objectives introduced by the latest trends in CNN algorithmic research are identified and presented. In this article, a survey of the existing CNN-to-FPGA toolflows is presented, comprising a comparative study of their key characteristics, which include the supported applications, architectural choices, design space exploration methods, and achieved performance. In this context, reconfigurable hardware in the form of FPGAs constitutes a potential alternative platform that can be integrated in the existing deep-learning ecosystem to provide a tunable balance between performance, power consumption, and programmability. To accelerate the experimentation and development of CNNs, several software frameworks have been released, primarily targeting power-hungry CPUs and GPUs. EA MAY PROVIDE CERTAIN INCREMENTAL CONTENT AND/OR UPDATES FOR NO ADDITIONAL CHARGE, IF AND WHEN AVAILABLE.In the past decade, Convolutional Neural Networks (CNNs) have demonstrated state-of-the-art performance in various Artificial Intelligence tasks. EA ONLINE PRIVACY AND COOKIE POLICY AND TERMS OF SERVICE CAN BE FOUND AT EULAS AND ADDITIONAL DISCLOSURES CAN BE FOUND ATEA MAY RETIRE ONLINE FEATURES AFTER 30 DAYS NOTICE POSTED ON INCLUDES SOFTWARE THAT COLLECTS DATA ONLINE TO PROVIDE IN GAME ADVERTISING. YOU MUST BE 13+ TO ACCESS ONLINE FEATURES.
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