A curated list of image forensics works (including image manipulation dataset, image manipulation detection, image manipulation localization, etc.) and related resources. This is inspired by Awesome-FAS, Awesome-deep-vision, Awesome-adversarial-machine-learning, Awesome-deep-learning-papers, Awesome-NAS and Awesome-Pruing.
Please feel free to pull requests or open an issue to add papers.
Name | Release year | Venue | Download | #Pristine | #Manipulated | #Copy-move | #Splicing | #Inpainting |
---|---|---|---|---|---|---|---|---|
AutoSplice | 2023 | CVPRW | link | 2273 | 3621 | 0 | 3621 | 0 |
IMD2020 | 2020 | WACVW | link | 404 | 2010 | - | - | - |
DEFACTO | 2019 | EUSIPCO | github | 0 | 149k | 19k | 105k | 25k |
In-the-Wild | 2018 | ECCV | github | 0 | 201 | 0 | 201 | 0 |
Korus | 2016 | WIFS | github | 220 | 220 | - | - | - |
Carvalho | 2016 | IEEE TIFS | link | 100 | 100 | 0 | 100 | 0 |
NIST2016 | 2016 | OpenMFC | link | 0 | 564 | 68 | 288 | 208 |
COVER | 2016 | ICIP | github | 100 | 100 | 100 | 0 | 0 |
WildWeb | 2015 | ICMEW | link | 99 | 9657 | 0 | 9657 | 0 |
CASIAv1 | 2013 | ChinaSIP | github | 800 | 920 | 459 | 461 | 0 |
IFC | 2013 | IFC-TC | [link] | 1050 | 450 | - | - | - |
CASIAv2 | 2013 | ChinaSIP | github | 7491 | 5123 | 3295 | 1828 | 0 |
Columbia | 2006 | ICME | link | 183 | 180 | 0 | 180 | 0 |
Title | Release year | Venue | Modality | Pixel-level | Image-level | Code |
---|---|---|---|---|---|---|
Prompt Augmentation for Self-supervised Text-guided Image Manipulation | 2024 | CVPR | - | - | - | - |
DiffForensics: Leveraging Diffusion Prior to Image Forgery Detection and Localization | 2024 | CVPR | - | - | - | - |
UnionFormer: Unified-Learning Transformer with Multi-View Representation for Image Manipulation Detection and Localization | 2024 | CVPR | - | - | - | - |
Towards Modern Image Manipulation Localization: A Large-Scale Dataset and Novel Methods | 2024 | CVPR | - | - | - | - |
Title | Release year | Venue | Modality | Pixel-level | Image-level | Code |
---|---|---|---|---|---|---|
Image Splicing Detection, Localization and Attribution via JPEG Primary Quantization Matrix Estimation and Clustering | 2021 | T-IFS | RGB | Y | Y | - |
Image Tampering Localization Using a Dense Fully Convolutional Network | 2021 | T-IFS | RGB | Y | N | github |
Multi-Task SE-Network for Image Splicing Localization | 2021 | T-CSVT | RGB | Y | N | github |
Self-supervised Domain Adaptation for Forgery Localization of JPEG Compressed Images | 2021 | ICCV | RGB | Y | Y | - |
Image Manipulation Detection by Multi-View Multi-Scale Supervision | 2021 | ICCV | RGB&Noise | Y | Y | github |
TransForensics: Image Forgery Localization with Dense Self-Attention | 2021 | ICCV | RGB | Y | N | - |
CAT-Net: Compression artifact tracing network for detection and localization of image splicing | 2021 | WACV | RGB&Noise | Y | N | github |
SPAN: Spatial pyramid attention network for image manipulation localization | 2020 | ECCV | RGB&Noise | Y | N | github |
If you feel useful about this repo, we would be happy you are also interested in our works and use our papers your work's reference.
@article{kong2023pixel,
title={Pixel-Inconsistency Modeling for Image Manipulation Localization},
author={Kong, Chenqi and Luo, Anwei and Wang, Shiqi and Li, Haoliang and Rocha, Anderson and Kot, Alex C},
journal={arXiv preprint arXiv:2310.00234},
year={2023}
}