GAN image forensics

5 papers with code • 0 benchmarks • 0 datasets

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Greatest papers with code

Video Face Manipulation Detection Through Ensemble of CNNs

polimi-ispl/icpr2020dfdc 16 Apr 2020

In this paper, we tackle the problem of face manipulation detection in video sequences targeting modern facial manipulation techniques.

DeepFake Detection Detecting Image Manipulation +5

Learning to Detect Fake Face Images in the Wild

jesse1029/Fake-Face-Images-Detection-Tensorflow 24 Sep 2018

Although Generative Adversarial Network (GAN) can be used to generate the realistic image, improper use of these technologies brings hidden concerns.

Face Swapping Fake Image Detection +2

Detecting and Simulating Artifacts in GAN Fake Images

ColumbiaDVMM/AutoGAN 15 Jul 2019

By using the simulated images to train a spectrum based classifier, even without seeing the fake images produced by the targeted GAN model during training, our approach achieves state-of-the-art performances on detecting fake images generated by popular GAN models such as CycleGAN.

GAN image forensics

On the use of Benford's law to detect GAN-generated images

polimi-ispl/icpr-benford-gan 16 Apr 2020

The advent of Generative Adversarial Network (GAN) architectures has given anyone the ability of generating incredibly realistic synthetic imagery.

GAN image forensics

CDE-GAN: Cooperative Dual Evolution Based Generative Adversarial Network

shiming-chen/CDE-GAN 21 Aug 2020

In essence, CDE-GAN incorporates dual evolution with respect to the generator(s) and discriminators into a unified evolutionary adversarial framework to conduct effective adversarial multi-objective optimization.

GAN image forensics Image Generation