Invention Grant
- Patent Title: Convolution streaming engine for deep neural networks
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Application No.: US16399928Application Date: 2019-04-30
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Publication No.: US11593637B2Publication Date: 2023-02-28
- Inventor: Chenchi Luo , Yuming Zhu , Hyejung Kim , John Seokjun Lee , Manish Goel
- 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
- Main IPC: G06N3/08
- IPC: G06N3/08 ; G06N20/10 ; G06N7/04

Abstract:
A method, an electronic device, and computer readable medium are provided. The method includes receiving an input into a neural network that includes a kernel. The method also includes generating, during a convolution operation of the neural network, multiple panel matrices based on different portions of the input. The method additionally includes successively combining each of the multiple panel matrices with the kernel to generate an output. Generating the multiple panel matrices can include mapping elements within a moving window of the input onto columns of an indexing matrix, where a size of the window corresponds to the size of the kernel.
Public/Granted literature
- US20200349426A1 CONVOLUTION STREAMING ENGINE FOR DEEP NEURAL NETWORKS Public/Granted day:2020-11-05
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