A method of accelerating CNN computation on DSP. (November 2020)
- Record Type:
- Journal Article
- Title:
- A method of accelerating CNN computation on DSP. (November 2020)
- Main Title:
- A method of accelerating CNN computation on DSP
- Authors:
- Li, Bin
Luo, Ying-guang
Guo-bin Fu, Luo
Peng, Ye
Hu, Jia - Abstract:
- Abstract: Because convolution network contains a lot of multiplication and addition operations, there is still room for optimization after it is implemented on the hardware platform. This paper mainly studies the method of accelerating the deep learning algorithm on DSP, proposes to improve the convolution layer calculation by using Winograd algorithm, and implements it on GPDSP. The final results show that it can increase the parallelism of data calculation and significantly reduce the computing time.
- Is Part Of:
- Journal of physics. Volume 1684(2020)
- Journal:
- Journal of physics
- Issue:
- Volume 1684(2020)
- Issue Display:
- Volume 1684, Issue 1 (2020)
- Year:
- 2020
- Volume:
- 1684
- Issue:
- 1
- Issue Sort Value:
- 2020-1684-0001-0000
- Page Start:
- Page End:
- Publication Date:
- 2020-11
- Subjects:
- Physics -- Congresses
530.5 - Journal URLs:
- http://www.iop.org/EJ/journal/1742-6596 ↗
http://ioppublishing.org/ ↗ - DOI:
- 10.1088/1742-6596/1684/1/012063 ↗
- Languages:
- English
- ISSNs:
- 1742-6588
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 5036.223000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 25448.xml