Protecting celebrities from deepfake with identity consistency transformer

X Dong, J Bao, D Chen, T Zhang… - Proceedings of the …, 2022 - openaccess.thecvf.com
In this work we propose Identity Consistency Transformer, a novel face forgery detection
method that focuses on high-level semantics, specifically identity information, and detecting …

On the detection of digital face manipulation

H Dang, F Liu, J Stehouwer, X Liu… - Proceedings of the …, 2020 - openaccess.thecvf.com
Detecting manipulated facial images and videos is an increasingly important topic in digital
media forensics. As advanced face synthesis and manipulation methods are made …

Deepfake video detection using recurrent neural networks

D Güera, EJ Delp - 2018 15th IEEE international conference on …, 2018 - ieeexplore.ieee.org
In recent months a machine learning based free software tool has made it easy to create
believable face swaps in videos that leaves few traces of manipulation, in what are known …

Deep video portraits

H Kim, P Garrido, A Tewari, W Xu, J Thies… - ACM transactions on …, 2018 - dl.acm.org
We present a novel approach that enables photo-realistic re-animation of portrait videos
using only an input video. In contrast to existing approaches that are restricted to …

Synthesizing obama: learning lip sync from audio

S Suwajanakorn, SM Seitz… - ACM Transactions on …, 2017 - dl.acm.org
Given audio of President Barack Obama, we synthesize a high quality video of him speaking
with accurate lip sync, composited into a target video clip. Trained on many hours of his …

Spatiotemporal inconsistency learning for deepfake video detection

Z Gu, Y Chen, T Yao, S Ding, J Li, F Huang… - Proceedings of the 29th …, 2021 - dl.acm.org
The rapid development of facial manipulation techniques has aroused public concerns in
recent years. Following the success of deep learning, existing methods always formulate …

X2face: A network for controlling face generation using images, audio, and pose codes

O Wiles, A Koepke, A Zisserman - Proceedings of the …, 2018 - openaccess.thecvf.com
The objective of this paper is a neural network model that controls the pose and expression
of a given face, using another face or modality (eg audio). This model can then be used for …