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Automatic Generation of Multi-precision Multi-arithmetic CNN
  Accelerators for FPGAs

Automatic Generation of Multi-precision Multi-arithmetic CNN Accelerators for FPGAs

21 October 2019
Yiren Zhao
Xitong Gao
Xuan Guo
Junyi Liu
Erwei Wang
Robert D. Mullins
P. Cheung
G. Constantinides
Chengzhong Xu
    MQ
ArXivPDFHTML

Papers citing "Automatic Generation of Multi-precision Multi-arithmetic CNN Accelerators for FPGAs"

5 / 5 papers shown
Title
Torch2Chip: An End-to-end Customizable Deep Neural Network Compression
  and Deployment Toolkit for Prototype Hardware Accelerator Design
Torch2Chip: An End-to-end Customizable Deep Neural Network Compression and Deployment Toolkit for Prototype Hardware Accelerator Design
Jian Meng
Yuan Liao
Anupreetham Anupreetham
Ahmed Hassan
Shixing Yu
Han-Sok Suh
Xiaofeng Hu
Jae-sun Seo
MQ
49
1
0
02 May 2024
unzipFPGA: Enhancing FPGA-based CNN Engines with On-the-Fly Weights
  Generation
unzipFPGA: Enhancing FPGA-based CNN Engines with On-the-Fly Weights Generation
Stylianos I. Venieris
Javier Fernandez-Marques
Nicholas D. Lane
24
11
0
09 Mar 2021
LUTNet: Learning FPGA Configurations for Highly Efficient Neural Network
  Inference
LUTNet: Learning FPGA Configurations for Highly Efficient Neural Network Inference
Erwei Wang
James J. Davis
P. Cheung
G. Constantinides
MQ
9
41
0
24 Oct 2019
Focused Quantization for Sparse CNNs
Focused Quantization for Sparse CNNs
Yiren Zhao
Xitong Gao
Daniel Bates
Robert D. Mullins
Chengzhong Xu
MQ
17
26
0
07 Mar 2019
Incremental Network Quantization: Towards Lossless CNNs with
  Low-Precision Weights
Incremental Network Quantization: Towards Lossless CNNs with Low-Precision Weights
Aojun Zhou
Anbang Yao
Yiwen Guo
Lin Xu
Yurong Chen
MQ
337
1,049
0
10 Feb 2017
1