Neural network based recognition apparatus and method of training neural network
AssigneeSamsung Electronics Co., Ltd.
InventorsByungin YOO, Youngsung KIM, Youngjun KWAK, Chang Kyu CHOI
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Abstract
A neural network recognition method includes obtaining a first neural network that includes layers and a second neural network that includes a layer connected to the first neural network, actuating a processor to compute a first feature map from input data based on a layer of the first neural network, compute a second feature map from the input data based on the layer connected to the first neural network in the second neural network, and generate a recognition result based on the first neural network from an intermediate feature map computed by applying an element-wise operation to the first feature map and the second feature map.
Claims9
A processor implemented training method for neural network recognition, the method comprising:
- obtaining a first neural network comprising layers and a second neural network comprising a layer connected to the first neural network;
- applying an element-wise operation of a first feature map determined from a training input based on a layer of the first neural network and a second feature map determined from the training input based on the layer connected to the first neural network in the second neural network;
- and
- training the first neural network and the second neural network based on a first training recognition result determined by the first neural network through a result of the element-wise operation and a first training output corresponding to the training input.
A processor implemented neural network recognition method, comprising:
- obtaining a neural network comprising layers;
- determining a feature map corresponding to input data from one of the layers;
- applying an element-wise operation to the feature map;
- and
- generating a recognition result from a result of the element-wise operation based on at least one of the layers.
Dependencies are inferred from the claim text.