Patent ID: 11900606
Assignee: QMENTA, INC.
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 0:
1. A method comprising:
(a) receiving data representing an input volume at least partially representing a first segment of a tissue, the input volume having dimensions of a first size and a first kernel size;
(b) producing a residual volume from the received input volume having dimensions of the first size;
(c) convolving, to a first intermediate residual volume, a first dimension of the residual volume to size of 1;
(d) convolving, to a second intermediate residual volume, a second dimension of the residual volume to size of 1;
(e) convolving, to a third intermediate residual volume, a third dimension of the residual volume to size of 1;
summing the first intermediate residual volume, the second intermediate residual volume, and the third intermediate residual volume to create a first global volume having dimensions of a second size and a second kernel size;
(g) producing a downsampled volume having dimensions of a third size and a third kernel size from the received input volume, wherein dimensions of the third size comprise dimensions of half the first size and the third kernel size is double the first kernel size;
(h) producing a residual downsampled volume from the downsampled volume having dimensions of the third size and the third kernel size;
(i) convolving, to a first intermediate downsampled volume, a first dimension of the downsampled volume to size of 1;
(j) convolving, to a second intermediate downsampled volume, a second dimension of the downsampled volume to size of 1;
(k) convolving, to a third intermediate downsampled volume, a third dimension of the downsampled volume to size of 1;
(l) summing the first intermediate downsampled volume, the second intermediate downsampled volume, and the third intermediate downsampled volume to create a second global volume having dimensions of a fourth size and the second kernel size;
(m) upsampling the created second global volume having dimensions of the fourth size to increase the dimension size to dimensions of the second size; and
(n) integrating the first global volume and the second global volume to create an output volume at least partially representing a second segment of the tissue, the output volume having dimensions of the second size and the second kernel size.