FixyFPGA: Efficient FPGA Accelerator for Deep Neural Networks with High Element-Wise Sparsity and without External Memory Access

2021 31st International Conference on Field-Programmable Logic and Applications (FPL)(2021)

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摘要
Convolutional neural networks (CNNs) have become very popular in real-time computer vision systems. CNNs involve a large amount of computation and storage and typically demand a highly efficient computing platform. Researchers have explored a diverse range of software and hardware optimizations to accelerate CNN inference in recent years. The high power consumption of GPUs and the lack of flexibil...
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关键词
Convolution,Memory management,Object detection,Streaming media,Software,Real-time systems,System-on-chip
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