Datasets Resources
Image Tampering Datasets, Image Manipulations Datasets... A repo intend to collect most of datasets (training and evaluation) for the image forgery detection and localization.
图像篡改检测定位数据集收集
The most updated content may go to https://github.com/greatzh/Image-Forgery-Datasets-List
Summary
| Dataset name | Image Format | Post-processing | Forgery types | Real/Forged Images | Train/Test Images | Download | Paper | Year |
|---|---|---|---|---|---|---|---|---|
CASIA v1.0 | Splicing, copy move, removal | 800/921 | ||||||
CASIA v2.0 | TIFF, JPEG | Yes | Splicing, copy move, removal | 7200/5123 | 715/100 | http://forensics.idealtest.org/#/ | 2013 | |
Columbia Color | TIFF | No | Splicing | 183/180 | 125/45 | Columbia Uncompressed Image Splicing Detection Evaluation Dataset: https://www.ee.columbia.edu/ln/dvmm/downloads/authsplcuncmp/ | 2006 | |
Columbia Gray | bmp | No | Splicing | 933/912 | 1845, 933 Authentic, 912 Spliced, 128 x 128 | https://www.ee.columbia.edu/ln/dvmm/downloads/AuthSplicedDataSet/AuthSplicedDataSet.htm | 2004 | |
NIST 2016(Nimble Challenge 2016 (NC16)), NC17, MFC18 | JPEG | Yes | Splicing, copy move, removal | 184/50 | NC17: https://www.nist.gov/itl/iad/mig/nimble-challenge-2017-evaluation; MFC18: https://www.nist.gov/itl/iad/mig/media-forensics-challenge-2018 | 2019 | ||
Fantastic Reality | JPEG | No | Splicing | 12000/1000 | http://zefirus.org/MAG | NeurIPS '19 | ||
Carvalho | 100 | http://www.ic.unicamp.br/tjose/files/database-tifs-small-resolution.zip (BROKEN) | 2013 | |||||
Realistic Tampering | TIFF | object insertion , removal. | 220 | https://pkorus.pl/downloads/dataset-realistic-tampering | TIFS '16 | |||
COVERAGE | TIFF | No | Copy move | 100 pairs, 400 x486 | https://github.com/wenbihan/coverage | ICIP '16 | ||
Yes | Copy move | 260 sets | https://www.vcl.fer.hr/comofod/ | 2013 | ||||
MICC F220/F2000 | copy move | 2200 | TIFS '11 | |||||
FAU/Manip | Yes | Copy move | 48 | http://www5.cs.fau.de/research/data/image-manipulation/index.html | TIFS '12 | |||
Dresden | ||||||||
Copy move | http://www.grip.unina.it/download/prog/CMFD/ | TIFS '15 | ||||||
IMD2020 | Yes | Splicing, copy move, removal | 35000/35000 | 2010 | http://staff.utia.cas.cz/novozada/db/ | WACV '20 | ||
DEFACTO | Splicing, copy move, removal | -/229000 | ||||||
PS-Battle | ||||||||
In the Wild |
Details
CASIA v2
Fantasatic Reality
IMD2020
Paper: IMD2020: A Large-Scale Annotated Dataset Tailored for Detecting Manipulated Images
Project Page: http://staff.utia.cas.cz/novozada/db/
Download: http://staff.utia.cas.cz/novozada/db/
NC16 Splicing
Appear in: [1]P. Zhuang, H. Li, S. Tan, B. Li, and J. Huang, “Image Tampering Localization Using a Dense Fully Convolutional Network,” Ieee T Inf Foren Sec, vol. 16, pp. 2986–2999, 2021, doi: 10.1109/tifs.2021.3070444.
Artificial PS dataset with post-processing on boundary (PS-boundary)
Artificial PS dataset with arbitrary post-processing (PS-arbitrary)
NIST 2016 dataset (NIST-2016)
Image Splicing
Train
Dresden(16961 images)
Paper: The 'Dresden Image Database' for benchmarking digital image forensics SAC '10
Official: http://forensics.inf.tu-dresden.de/dresden_image_database/ (Cannot be ACCESSED)
Vision(34427 images)
Socrates(8742 images)
FODB (23106 images)
Kaggle (2750 images)
Test
Columbia (363 images, 180 spliced)
https://www.ee.columbia.edu/ln/dvmm/newDownloads.htm
Columbia Uncompressed Image Splicing DetectionColumbia Uncompressed Image Splicing Detection: https://www.dropbox.com/sh/786qv3yhvc7s9ki/AACbEEzGPrD3_y38bpWHzgdqa?dl=0
Columbia Image Splicing Detection Evaluation Dataset: https://www.dropbox.com/s/bo10et4p1zg08aj/ImSpliceDataset.rar?dl=0
Carvalho/DSO (200 images, 100 spliced)
Realistic Tampering (RT)/Korus (440 images, 220 spliced)
Description: This dataset contains 220 realistic forgeries created by hand in modern photo-editing software (GIMP and Affinity Photo) and covers various challenging tampering scenarios involving both object insertion and removal...
Citation: Pawel Korus and Jiwu Huang. Multi-scale analysis strategiesin prnu-based tampering localization. Trans. Info. For. Sec.,12(4):809–824, apr 2017.
Page: https://pkorus.pl/downloads/dataset-realistic-tampering
Download: realistic-tampering-dataset.zip via google drive (1.7 GB) you'll need request access
Copy Move
GRIP
CPH
GRIP
CMH
CoMoFoD
Small image category database: 512 x 512, 200 image sets, 40 images per transformation type, total number of images with post-processed images = 10400. Large image category database (please contact us for downloading): 3000 x 2000, 60 image sets, 10/20 images per transformation type, total number of images with postprocessed images = 3120.
Project Page: https://www.vcl.fer.hr/comofod/download.html
Download:
https://www.vcl.fer.hr/comofod/comofod_small.rar (Official, for the 200 image sets of Small image category database)
Large image category database, I would recommend you contact sonja.grgic@fer.hr, a quick reply in one hour.
Removal
Image Inpainting
Synthetic and Manipulated Overhead Imagery For Forensics Research
https://stresearch.github.io/synthetic-overhead-dataset/
DeepFake
Useful Link
Pattern Recognition Lab, FAU, https://lme.tf.fau.de/category/dataset/
| Name | Paper | Project | Download | Type | Remarks |
|---|---|---|---|---|---|
Columbia | |||||
CASIA | |||||
MICC | |||||
IMD | |||||
CoMoFoD | |||||
COVERAGE | |||||
GRIP | |||||
FAU | |||||
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