Towards High Performance and Accurate BNN Inference on FPGA with Structured Fine-Grained Pruning

Author:

Fu Keqi1,Qi Zhi1,Cai Jiaxuan1,Shi Xulong1

Affiliation:

1. Southeast University, China

Funder

Fundamental Research Funds for the Central Universities

National Science Foundation

Publisher

ACM

Reference42 articles.

1. A comprehensive review of binary neural network;Yuan C.;ArXiv,2021

2. 3PXNet

3. Y. Li and F. Ren , " Bnn pruning: Pruning binary neural network guided by weight flipping frequency," 2020 21st International Symposium on Quality Electronic Design (ISQED) , pp. 306 -- 311 , 2020 . Y. Li and F. Ren, "Bnn pruning: Pruning binary neural network guided by weight flipping frequency," 2020 21st International Symposium on Quality Electronic Design (ISQED), pp. 306--311, 2020.

4. Z. Liu , B. Wu , W. Luo , X. Yang , W. Liu , and K. Cheng , " Bi-real net: Enhancing the performance of 1-bit cnns with improved representational capability and advanced training algorithm," in ECCV , 2018 . Z. Liu, B. Wu, W. Luo, X. Yang, W. Liu, and K. Cheng, "Bi-real net: Enhancing the performance of 1-bit cnns with improved representational capability and advanced training algorithm," in ECCV, 2018.

5. SBNN: Slimming binarized neural network

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