Invention Grant
- Patent Title: Method and apparatus for quantizing artificial neural network
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Application No.: US16044163Application Date: 2018-07-24
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Publication No.: US11823028B2Publication Date: 2023-11-21
- Inventor: Do-yun Kim , Han-young Yim , Byeoung-su Kim , Nak-woo Sung , Jong-han Lim , Sang-hyuck Ha
- Applicant: SAMSUNG ELECTRONICS CO., LTD.
- Applicant Address: KR Suwon-si
- Assignee: SAMSUNG ELECTRONICS CO., LTD.
- Current Assignee: SAMSUNG ELECTRONICS CO., LTD.
- Current Assignee Address: KR Suwon-si
- Agency: Sughrue Mion, PLLC
- Priority: KR 20170150707 2017.11.13
- Main IPC: G06N3/048
- IPC: G06N3/048 ; G06F17/18 ; G06N3/08

Abstract:
An artificial neural network (ANN) quantization method for generating an output ANN by quantizing an input ANN includes: obtaining second parameters by quantizing first parameters of the input ANN; obtaining a sample distribution from an intermediate ANN in which the obtained second parameters have been applied to the input ANN; and obtaining a fractional length for the sample distribution by quantizing the obtained sample distribution.
Public/Granted literature
- US20190147322A1 METHOD AND APPARATUS FOR QUANTIZING ARTIFICIAL NEURAL NETWORK Public/Granted day:2019-05-16
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