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A novel quantization method combined with knowledge distillation for deep neural networks

A novel quantization method combined with knowledge distillation for deep neural networks

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_journals_2557518892

A novel quantization method combined with knowledge distillation for deep neural networks

About this item

Full title

A novel quantization method combined with knowledge distillation for deep neural networks

Publisher

Bristol: IOP Publishing

Journal title

Journal of physics. Conference series, 2021-07, Vol.1976 (1), p.12026

Language

English

Formats

Publication information

Publisher

Bristol: IOP Publishing

More information

Scope and Contents

Contents

The massive parameters and intensive computations in neural networks always limit the deployment on embedded devices with poor storage and computing power. To solve this problem, a novel quantization algorithm combined with Knowledge Distillation (KD) is proposed to reduce the model size and speed up the inference of deep models. The proposed metho...

Alternative Titles

Full title

A novel quantization method combined with knowledge distillation for deep neural networks

Authors, Artists and Contributors

Identifiers

Primary Identifiers

Record Identifier

TN_cdi_proquest_journals_2557518892

Permalink

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_proquest_journals_2557518892

Other Identifiers

ISSN

1742-6588

E-ISSN

1742-6596

DOI

10.1088/1742-6596/1976/1/012026

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