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- W4387633110 abstract "For compressed data (e.g. compressed sparse input feature maps), an in situ convolutional neural network (CNN) inference accelerator is crucial for system performance and energy efficiency. In this chapter, an accelerator architecture that efficiently performs convolution operations with the two-step compressed data format (introduced in Chapter 4) is presented. This chapter also discusses several design optimization techniques which are employed in the accelerator architecture. The accelerator and the presented optimization techniques are implemented and verified in a field-programmable gate array (FPGA) system-on-chip (SoC) platform. The presented accelerator and optimization techniques are evaluated for six different convolutional layers in SqueezeNet. Experimental results reveal that the hardware accelerator with compressed input feature maps improves the performance by 1.1×–22.6× while reducing the energy consumption by 47.7–97.4% as compared to the central processing unit (CPU) based execution. Furthermore, the presented hardware accelerator shows better performance per hardware resource with less than or comparable power consumption to the state-of-the-art FPGA-based CNN accelerator designs." @default.
- W4387633110 created "2023-10-14" @default.
- W4387633110 date "2023-10-13" @default.
- W4387633110 modified "2023-10-14" @default.
- W4387633110 title "CNN Accelerator for In Situ Decompression and Convolution of Sparse Input Feature Maps" @default.
- W4387633110 doi "https://doi.org/10.1002/9781394171910.ch10" @default.
- W4387633110 hasPublicationYear "2023" @default.
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