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Datasets

Greatest papers with code

DeepFakes and Beyond: A Survey of Face Manipulation and Fake Detection

1 Jan 2020deepfakes/faceswap

The free access to large-scale public databases, together with the fast progress of deep learning techniques, in particular Generative Adversarial Networks, have led to the generation of very realistic fake content with its corresponding implications towards society in this era of fake news.

DEEPFAKE DETECTION FACE GENERATION FACE SWAPPING

FaceForensics++: Learning to Detect Manipulated Facial Images

25 Jan 2019ondyari/FaceForensics

In particular, the benchmark is based on DeepFakes, Face2Face, FaceSwap and NeuralTextures as prominent representatives for facial manipulations at random compression level and size.

DEEPFAKE DETECTION FACE SWAPPING FAKE IMAGE DETECTION IMAGE GENERATION

MesoNet: a Compact Facial Video Forgery Detection Network

4 Sep 2018DariusAf/MesoNet

This paper presents a method to automatically and efficiently detect face tampering in videos, and particularly focuses on two recent techniques used to generate hyper-realistic forged videos: Deepfake and Face2Face.

DEEPFAKE DETECTION FACE SWAPPING FAKE IMAGE DETECTION IMAGE FORENSICS

Celeb-DF: A Large-scale Challenging Dataset for DeepFake Forensics

CVPR 2020 danmohaha/celeb-deepfakeforensics

AI-synthesized face-swapping videos, commonly known as DeepFakes, is an emerging problem threatening the trustworthiness of online information.

DEEPFAKE DETECTION FACE SWAPPING

Unmasking DeepFakes with simple Features

2 Nov 2019cc-hpc-itwm/UpConv

In this work, we present a simple way to detect such fake face images - so-called DeepFakes.

DEEPFAKE DETECTION

The DeepFake Detection Challenge (DFDC) Dataset

12 Jun 2020polimi-ispl/icpr2020dfdc

In addition to Deepfakes, a variety of GAN-based face swapping methods have also been published with accompanying code.

DEEPFAKE DETECTION FACE SWAPPING

Face X-ray for More General Face Forgery Detection

CVPR 2020 neverUseThisName/Face-X-Ray

For this reason, face X-ray provides an effective way for detecting forgery generated by most existing face manipulation algorithms.

DEEPFAKE DETECTION FACE SWAPPING

WildDeepfake: A Challenging Real-World Dataset for Deepfake Detection

5 Jan 2021deepfakeinthewild/deepfake-in-the-wild

WildDeepfake is a small dataset that can be used, in addition to existing datasets, to develop and test the effectiveness of deepfake detectors against real-world deepfakes.

DEEPFAKE DETECTION FACE SWAPPING

Deepfake Detection using Spatiotemporal Convolutional Networks

26 Jun 2020oidelima/Deepfake-Detection

Better generative models and larger datasets have led to more realistic fake videos that can fool the human eye but produce temporal and spatial artifacts that deep learning approaches can detect.

DEEPFAKE DETECTION FACE SWAPPING