RELIGHTING SYSTEM FOR SINGLE IMAGES

Patent №

US 11,615,512

Granted

2023-03-28

Filed 2021

Owner

MICROSOFT TECHNOLOGY LICENSING, LLC

AI components

3

ml · vision · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

17189478

In various embodiments, a computer-implemented method of training a neural network for relighting an image is described. A first training set that includes source images and a target illumination embedding is generated, the source images having respective illuminated subjects. A second training set that includes augmented images and the target illumination embedding is generated, where the augmented images corresponding to the source images. A first autoencoder is trained using the first training set to generate a first output set that includes estimated source illumination embeddings and first reconstructed images that correspond to the source images, the reconstructed images having respective subjects that are i) from the corresponding source image, and ii) illuminated based on the target illumination embedding. A second autoencoder is trained using the second training set to generate a second output set that includes estimated augmented illumination embeddings and second reconstructed images that correspond to the augmented images.

Machine learningVisionAI hardwareG06T 5/77G06T 5/94G06F 18/214G06N 3/0455G06N 3/08G06N 3/0895G06N 3/094G06T 5/60+5 more

AI classification

Vision1.00
Machine learning1.00
AI hardware1.00
Natural language0.18
Knowledge representation0.04
Planning0.01
Evolutionary computation0.00
Speech0.00

Ownership

MICROSOFT TECHNOLOGY LICENSING, LLC

assignment · 554560710

Assignors

NEOFYTOU, ALEXANDROS, SOMMERLADE, ERIC CHRIS WOLFGANG, SENGUPTA, SUNANDO, LIU, YANG

On an employer assignment, the assignors are typically the inventors.

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