公开(公告)号：US20240395024A1

公开(公告)日：2024-11-28

申请号：US18322253

申请日：2023-05-23

Applicant: Adobe Inc.

Inventor： Mayur Hemani ,  Chirag Agarwal ,  Ashish Seth

IPC: G06V10/776 ,  G06F16/33 ,  G06F40/40 ,  G06V10/74 ,  G06V10/764 ,  G06V10/77 ,  G06V10/82

Abstract: The present disclosure relates to systems, non-transitory computer-readable media, and methods for debiasing vision-language models utilizing additive residual learning. In particular, in one or more embodiments, the disclosed systems generate an encoded image representation of a digital image utilizing an image encoder of a vision-language neural network. Additionally, in some embodiments, the disclosed systems extract a protected attribute encoding from the encoded image representation of the digital image utilizing an additive residual learner. Upon extracting the protected attribute encoding, in some implementations, the disclosed systems determine a debiased image encoding for the digital image by combining the protected attribute encoding and the encoded image representation.