CluSpa: Computation Reduction in CNN Inference by exploiting Clustering and Sparsity

Author:

Longchar Imlijungla1ORCID,Varhade Amey1,Ingle Chetan1,Baranwal Saurabh1,Kapoor Hemangee K.1

Affiliation:

1. CSE, Indian Institute of Technology Guwahati, IN

Publisher

ACM

Reference19 articles.

1. Vahideh Akhlaghi , Amir Yazdanbakhsh , Kambiz Samadi , Rajesh  K. Gupta , and Hadi Esmaeilzadeh . 2018 . SnaPEA: Predictive Early Activation for Reducing Computation in Deep Convolutional Neural Networks. In 2018 ACM/IEEE 45th Annual International Symposium on Computer Architecture (ISCA). 662–673 . https://doi.org/10.1109/ISCA.2018.00061 10.1109/ISCA.2018.00061 Vahideh Akhlaghi, Amir Yazdanbakhsh, Kambiz Samadi, Rajesh K. Gupta, and Hadi Esmaeilzadeh. 2018. SnaPEA: Predictive Early Activation for Reducing Computation in Deep Convolutional Neural Networks. In 2018 ACM/IEEE 45th Annual International Symposium on Computer Architecture (ISCA). 662–673. https://doi.org/10.1109/ISCA.2018.00061

2. DianNao

3. Yunchao Gong Liu Liu Ming Yang and Lubomir Bourdev. 2014. Compressing deep convolutional networks using vector quantization. arXiv preprint arXiv:1412.6115(2014). Yunchao Gong Liu Liu Ming Yang and Lubomir Bourdev. 2014. Compressing deep convolutional networks using vector quantization. arXiv preprint arXiv:1412.6115(2014).

4. UCNN: Exploiting Computational Reuse in Deep Neural Networks via Weight Repetition

5. Xin Jin and Jiawei Han. 2010. K-Means Clustering. Springer US Boston MA 563-564. https://doi.org/10.1007/978-0-387-30164-8_425 10.1007/978-0-387-30164-8_425

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