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A collection of quick links to image forensics papers, datasets and codebases which are awesome.

Review

  • Deep Learning for Deepfakes Creation and Detection (arxiv2019) [paper]

Challenges

  • DeepFake Challenge [Link]
  • FaceForensics Benchmark [Link]

Past Workshops

  • CVPR 2019: Workshop on Media Forensics [Link]
  • CVPR 2017: Workshop on Media Forensics [Link]

2019

  • CNN-generated images are surprisingly easy to spot... for now (arxiv2019) [paper][code]
  • A Fourier Perspective on Model Robustness in Computer Vision (arxiv2019) [paper]
  • On the Detection of Digital Face Manipulation (arxiv2019) [paper]
  • FakeSpotter: A Simple Baseline for SpottingAI-Synthesized Fake Faces (arxiv2019) [paper]
  • Few-Shot Adversarial Learning of Realistic Neural Talking Head Models (arxiv2019) [paper] [code]
  • FaceForensics++: Learning to Detect Manipulated Facial Images (ICCV2019) [paper] [code] [page video]
  • Attributing Fake Images to GANs: Learning and Analyzing GAN Fingerprints (ICCV2019) [paper] [code]
  • Exposing deep fakes using inconsistent head poses (ICASSP2019) [paper]
  • Exposing DeepFake Videos By Detecting Face Warping Artifacts (CVPRW2019) [paper] [code]
  • Celeb-DF: A New Dataset for DeepFake Forensics [paper] [dataset]
  • Protecting World Leaders against Deepfakes (CVPRW2019) [paper] [code]
  • Towards Robust Open-World Detection of Deepfakes (CCS19) [paper]
  • FakeCatcher: Detection of Synthetic Portrait Videos using Biological Signals (arxiv2019) [paper]
  • To Beta or Not To Beta: Information Bottleneck for DigitaL Image Forensics (arxiv2019) [paper]
  • On the Detection of Digital Face Manipulation (arxiv2019) [paper]
  • Use of a capsule network to detect fake images and videos (arxiv2019) [paper]
  • Towards Generalizable Forgery Detection with Locality-aware AutoEncoder (arxiv2019) [paper]
  • Exploiting Human Social Cognition for theDetection of Fake and Fraudulent Faces via Memory Networks (arxiv2019) [paper]

2018

  • MesoNet: a Compact Facial Video Forgery Detection Network (WIFS2018) [paper code]
  • Deep Video Portraits (SIGGRAPH2018) [paper]
  • Do GANs leave artificial fingerprints? (arxiv2019) [paper]

Papers & Surveys (Traditional)

  • Detecting digital image forgeries using sensor pattern noise () [paper]
  • Survey on blind image forgery detection [paper]

Note: This might not be representative of the papers which exist in the community. It is a single page to point people to for reference, relevant to deepfake detection.

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