Video transformer for deepfake detection with incremental learning

Number of patents in Portfolio can not be more than 2000

United States of America

PATENT NO 12243290
APP PUB NO 20230401824A1
SERIAL NO

17835453

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Abstract

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A method, apparatus, and system for detecting DeepFake videos, includes an input device for inputting a potential DeepFake video, the input device inputs a sequence of video frames of the video, and processing circuitry. The processing circuitry detects faces frame by frame in the video to obtain consecutive face images, creates UV texture maps from the face images, inputs both face images and corresponding UV texture maps, extracts image feature maps, by a convolution neural network (CNN) backbone, from the input face images and corresponding UV texture maps and forms an input data structure, receives the input data structure, by a video transformer model that includes multiple encoders, and computes, by the video transformer model, a classification of the video as being Real or Fake. A display device plays back the potential DeepFake video and an indication that the video is Real or Fake.

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Patent Owner(s)

  • MOHAMED BIN ZAYED UNIVERSITY OF ARTIFICIAL INTELLIGENCE

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Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Dai, Hang Abu Dhabi, AE 9 18
Khan, Sohail Ahmed Abu Dhabi, AE 1 5

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