Abstract: A method for extracting a representation from an image includes inputting an image to a pre-trained neural network. The gradient of a loss function is computed with respect to parameters of the neural network, for the image. A gradient representation is extracted for the image based on the computed gradients, which can be used, for example, for classification or retrieval.
Type:
Grant
Filed:
July 7, 2015
Date of Patent:
October 17, 2017
Assignee:
XEROX CORPORATION
Inventors:
Albert Gordo Soldevila, Adrien Gaidon, Florent C. Perronnin