DariusAf / MesoNet

"MesoNet: a Compact Facial Video Forgery Detection Network" (D. Afchar, V. Nozick) - IEEE WIFS 2018
Apache License 2.0
257 stars 114 forks source link

Deepfake dataset #16

Closed jmpu closed 4 years ago

jmpu commented 5 years ago

Hi Darius,

I am currently working on a Deepfake-related project. Would you be able to share the Deepfake dataset you collected? I have sent you an email.

DariusAf commented 4 years ago

Hi, I have just updated the readme with the link!

Uhouhzam commented 2 years ago

Hi Darius,

I have used your dataset for my deepfake detection project. Could you tell the origine of your data set ? What kind of deepfake data set does it belong to ? It belongs to one of four dataset : Face- Forensics++ database , UADFV database, Diverse Fake Face Database (DFFD) , Deepfakes Detection Challenge (DFDC) database ? or It belongs none of them ?
Also for the real image data set , does it belong to FlickrFaces-HQ (FFHQ), CelebA , original of FaceForensics++ data ?

DariusAf commented 2 years ago

The deepfake datasets you mention did not exist at the time of our paper (2018).

Our fake images originated from the few existing videos I manually collected online that were forged with deepfake technique. And the real videos are from interviews of many people around the world. We extracted faces from the videos and did not publish the original videos to avoid spreading fake content, which made sense at that time.

Uhouhzam commented 2 years ago

Thank you for your answer. Do you remember what kind deepfake technique they used to produce the existing video ? Is it as same as the deepfake technique presented in your paper (2018)?

DariusAf commented 2 years ago

Right, the "original" deepfake technique with two autoencoders. The dataset was introduced in that paper, so yes, we cannot update it for reproducibility.

Uhouhzam commented 2 years ago

Ok . Thank you very much. I got all I want to know.