CPC G06V 10/82 (2022.01) [G02B 6/29353 (2013.01); G06V 10/751 (2022.01); G06V 2201/03 (2022.01)] | 9 Claims |
1. An apparatus for enhancing contrast sensitivity and resolution in a grating interferometer by machine learning, the apparatus comprising:
a grating interferometer image acquisition unit configured to acquire a first image with a target resolution and a second image with a target contrast sensitivity from a symmetrical grating interferometer by linearly moving a position of a sample in the interferometer;
a numerical phantom generation unit configured to generate a numerical phantom for performing machine learning;
a convolution layer generation unit configured to perform calculation processing of a convolutional neural network to extract features from input data;
an activation function application calculation unit configured to apply a ReLu (Rectified linear unit) activation function to an output value of the convolution calculation to perform smooth repetitive machine learning;
a CNN (convolutional neural network) repetitive machine learning unit configured to correct a convolution calculation factor while repeatedly performing forward propagation and backward propagation processes; and
an image matching output unit configured to match and provide as output features extracted by repetitive machine learning of the CNN repetitive machine learning unit.
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