Systems and methods for processing convolutional neural network operations using textures
First Claim
1. A system for processing convolutional neural network operations using textures, the system comprising:
- physical storage media storing convolutional neural network information, the convolutional neural network information defining a convolutional neural network, the convolutional neural network including one or more layers, the one or more layers defining one or more operations on an input to the convolutional neural network; and
one or more physical processors configured by machine-readable instructions to;
format the one or more operations defined by the one or more of the layers as one or more shaders;
access input information, the input information defining the input to the convolutional neural network, the input formatted as an array of textures, the textures characterized by a width, a height, and a number of channels;
apply the one or more shaders to the array of textures, wherein applying the one or more shaders to the array of textures effectuates processing the input to the convolutional neural network through the one or more layers of the convolutional neural network; and
obtain one or more results from applying the one or more shaders to the array of textures.
3 Assignments
0 Petitions
Accused Products
Abstract
Convolutional neural network information may define a convolutional neural network including layers. The layers may define operations on an input to the convolutional neural network. The layers in the convolutional neural network information may be formatted as shaders. Input information defining the input to the convolutional neural network may be accessed. The input information may be formatted as an array of textures. The shaders may be applied to the textures to effectuate processing the input to the convolutional neural network through the layers of the convolutional neural network. One or more results may be obtained from applying the shaders to the array of textures.
172 Citations
20 Claims
-
1. A system for processing convolutional neural network operations using textures, the system comprising:
-
physical storage media storing convolutional neural network information, the convolutional neural network information defining a convolutional neural network, the convolutional neural network including one or more layers, the one or more layers defining one or more operations on an input to the convolutional neural network; and one or more physical processors configured by machine-readable instructions to; format the one or more operations defined by the one or more of the layers as one or more shaders; access input information, the input information defining the input to the convolutional neural network, the input formatted as an array of textures, the textures characterized by a width, a height, and a number of channels; apply the one or more shaders to the array of textures, wherein applying the one or more shaders to the array of textures effectuates processing the input to the convolutional neural network through the one or more layers of the convolutional neural network; and obtain one or more results from applying the one or more shaders to the array of textures. - View Dependent Claims (2, 3, 4, 5, 6, 7, 8, 9, 10)
-
-
11. A method for processing convolutional neural network operations using textures, the method comprising:
-
accessing convolutional neural network information, the convolutional neural network information defining a convolutional neural network, the convolutional neural network including one or more layers, the one or more layers defining one or more operations on an input to the convolutional neural network; formatting the one or more operations defined by the one or more of the layers as one or more shaders; accessing input information, the input information defining the input to the convolutional neural network, the input formatted as an array of textures, the textures characterized by a width, a height, and a number of channels; applying the one or more shaders to the array of textures, wherein applying the one or more shaders to the array of textures effectuates processing the input to the convolutional neural network through the one or more layers of the convolutional neural network; and obtaining one or more results from applying the one or more shaders to the array of textures. - View Dependent Claims (12, 13, 14, 15, 16, 17, 18, 19, 20)
-
Specification