mlsanityData to 7 Oct 2026

Fake-image detection with Robust Hashing

arXiv 2102.01313 ↗First posted 2 Feb 2021cs.MM cs.CVcited by 3

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Abstract (arXiv)

In this paper, we investigate whether robust hashing has a possibility to robustly detect fake-images even when multiple manipulation techniques such as JPEG compression are applied to images for the first time. In an experiment, the proposed fake detection with robust hashing is demonstrated to outperform state-of-the-art one under the use of various datasets including fake images generated with GANs.

Key facts. Cited by 3 papers in the map (data through 7 Oct 2026). Builds on 16 of its 31 references that are in the map. First posted on arXiv 2 Feb 2021.

Builds on

16 of 31 references.

References · 16

  1. 2017StarGAN: Unified Generative Adversarial Networks for Multi-Domain Image-to-Image Translationcited by 1,036
  2. 2019CNN-generated images are surprisingly easy to spot... for nowcited by 842
  3. 2020Face2Face: Real-time Face Capture and Reenactment of RGB Videoscited by 631
  4. 2018Exposing Deep Fakes Using Inconsistent Head Posescited by 294
  5. 2019Detecting and Simulating Artifacts in GAN Fake Imagescited by 293
  6. 2020Media Forensics and DeepFakes: an overviewcited by 208
  7. 2018Learning Rich Features for Image Manipulation Detectioncited by 154
  8. 2018Fighting Fake News: Image Splice Detection via Learned Self-Consistencycited by 136
  9. 2017On Face Segmentation, Face Swapping, and Face Perceptioncited by 71
  10. 2018Encryption-then-Compression Systems using Grayscale-based Image Encryption for JPEG Imagescited by 33
  11. 2019Exposing GAN-synthesized Faces Using Landmark Locationscited by 30
  12. 2018Super-Resolution using Convolutional Neural Networks without Any Checkerboard Artifactscited by 11
4 more
  1. 2020CycleGAN without checkerboard artifacts for counter-forensics of fake-image detectioncited by 7
  2. 2020Fixed smooth convolutional layer for avoiding checkerboard artifacts in CNNscited by 6
  3. 2018Image Manipulation Specifications on Social Networking Services for Encryption-then-Compression Systemscited by 4
  4. 2018Robust Image Identification for Double-Compressed JPEG Imagescited by 2

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Cited by year

Citing papers per year: 2021: 1; 2022: 0; 2023: 1; 2024: 1.

3 papers.

  1. 2024Harnessing Machine Learning for Discerning AI-Generated Synthetic Imagescited by 3
  2. 2021A universal detector of CNN-generated images using properties of checkerboard artifacts in the frequency domaincited by 0
  3. 2023Determining Intent of Changes to Ascertain Fake Crowdsourced Image Servicescited by 0