Visually focused first-person neural network interpretation

A computer program product comprising a computer readable storage medium having program instructions embodied therewith, the program instructions executable by a computing device to cause the computing device to:

• train a neural network modeling padding and stride, a regression model for padding, and a regression model for stride using a training data set including descriptors and corresponding padding and stride values;
• receive an image;
• determine a first padding value and a first stride value using the image and the neural network modeling padding and stride;
• determine a second padding value using the image and the regression model for padding;
• determine a second stride value using the image and the regression model for stride;
• determine padding by averaging the first padding value and the second padding value;
• determine stride by averaging the first stride value and the second stride value;
• and
• classify the image using a convolutional neural network using the padding and the stride.

A system comprising:

• a hardware processor, a computer readable memory, and a computer readable storage medium associated with a computing device;
• program instructions to receive an image;
• program instructions to determine feature vectors from the image;
• program instructions to determine a first padding value and a first stride value by inputting the feature vectors into a deep neural network;
• program instructions to determine a second padding value and a second stride value by inputting the feature vectors into at least one multiple regression model;
• program instructions to determine padding by averaging the first padding value and the second padding value;
• program instructions to determine stride by averaging the first stride value and the second stride value;
• and
• program instructions to classify the image using a convolutional neural network using the padding and the stride,
• wherein the program instructions are stored on the computer readable storage medium for execution by the hardware processor via the computer readable memory.