Patent ID: 11908128
Assignee: L'OREAL
Field: Medical technology (Instruments)
Classification: CPC G  A | IPC A  G

Claim 19:
20. A computer program product comprising a non-transitory storage device storing instruction that, when executed by a processor of a skin diagnostic device, cause the skin diagnostic device to:
receive an image, that is a selfie face image from a user mobile device;
perform a plurality (k) of data augmentations to the image to yield k augmented images for processing;
process each of the k augmented images using a deep neural network to obtain k activation maps for a skin diagnosis; and
define a final activation map for the image from the k activation maps to visualize the skin diagnosis; and
wherein the deep neural network is already trained using a dataset of facial image data comprising selfie face images from user mobile devices, and is configured:
to classify image pixels to determine the skin diagnosis for a skin condition,
to provide an activation map to visualize the skin diagnosis,
as a regressor and a classifier to determine the skin diagnosis, and
with auxiliary tasks to determine one or both of an ethnicity prediction and gender prediction.