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專利授權區

專利授權區
專利名稱(英)	BLOCK-BASED INFERENCE METHOD FOR MEMORY-EFFICIENT CONVOLUTIONAL NEURAL NETWORK IMPLEMENTATION AND SYSTEM THEREOF
專利家族	中華民國：I765336 大陸：7343088 美國：2021-0103793(公開號)
專利權人	國立清華大學 100%
發明人	黃朝宗
技術領域	資訊工程,電子電機

專利摘要(英)
A block-based inference method for a memory-efficient convolutional neural network implementation is performed to process an input image. A block-based inference step is performed to execute a multi-layer convolution operation on each of a plurality of input block data to generate an output block data and includes selecting a plurality of ith layer recomputing features according to a position of the output block data along a scanning line feed direction, and then selecting an ith layer recomputing input feature block data according to the position of the output block data and the ith layer recomputing features, and selecting a plurality of ith layer reusing features according to the ith layer recomputing input feature block data along a block scanning direction, and then combining the ith layer recomputing input feature block data with the ith layer reusing features to generate an ith layer reusing input feature block data.

專利摘要(英)

A block-based inference method for a memory-efficient convolutional neural network implementation is performed to process an input image. A block-based inference step is performed to execute a multi-layer convolution operation on each of a plurality of input block data to generate an output block data and includes selecting a plurality of ith layer recomputing features according to a position of the output block data along a scanning line feed direction, and then selecting an ith layer recomputing input feature block data according to the position of the output block data and the ith layer recomputing features, and selecting a plurality of ith layer reusing features according to the ith layer recomputing input feature block data along a block scanning direction, and then combining the ith layer recomputing input feature block data with the ith layer reusing features to generate an ith layer reusing input feature block data.

聯絡資訊
承辦人姓名	李曉琪
承辦人電話	03-5715131 #31061
承辦人Email	hsiaochi@mx.nthu.edu.tw