DEVICE AND METHOD FOR IMPLEMENTING A TENSOR-TRAIN DECOMPOSITION OPERATION

DEVICE AND METHOD FOR IMPLEMENTING A TENSOR-TRAIN DECOMPOSITION OPERATION

A device for implementing a tensor-train decomposition operation for a respective convolutional layer of a convolutional neural network (CNN) is provided. The device is configured to receive input data comprising a first number of channels, and perform a 1×1 convolution on the input data to obtain a...

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Hauptverfasser: TASKYNOV, Anuar Guldenbekovich, MAZURENKO, Ivan Leonidovich, LI, Jiang, XIONG, Yepan, KORVIAKOV, Vladimir Petrovich
Format: Patent
Sprache:eng ; fre ; ger
Schlagworte:
CALCULATING
COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
COMPUTING
COUNTING
PHYSICS
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Zusammenfassung:A device for implementing a tensor-train decomposition operation for a respective convolutional layer of a convolutional neural network (CNN) is provided. The device is configured to receive input data comprising a first number of channels, and perform a 1×1 convolution on the input data to obtain a plurality of data groups. The plurality of data groups comprises a second number of channels. The device is further configured to perform a group convolution on the plurality of data groups to obtain intermediate data comprising a third number of channels, and perform a 1×1 convolution on the intermediate data to obtain output data comprising a fourth number of channels.