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/#/	CASIA Image Tampering Detection Evaluation Database	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/	Detecting Image Splicing using Geometry Invariants and Camera Characteristics Consistency	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	A data set of authentic and spliced image blocks	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	MFC Datasets: Large-Scale Benchmark Datasets for Media Forensic Challenge Evaluation	2019
Fantastic Reality	JPEG	No	Splicing		12000/1000	http://zefirus.org/MAG	The Point Where Reality Meets Fantasy: Mixed Adversarial Generators for Image Splice Detection	NeurIPS '19
Carvalho					100	http://www.ic.unicamp.br/tjose/files/database-tifs-small-resolution.zip (BROKEN)	Exposing digital image forgeries by illumination color classification	2013
Realistic Tampering	TIFF		object insertion , removal.		220	https://pkorus.pl/downloads/dataset-realistic-tampering	Multi-scale analysis strategies in prnu-based tampering localization	TIFS '16
COVERAGE	TIFF	No	Copy move		100 pairs, 400 x486	https://github.com/wenbihan/coverage	COVERAGE — A novel database for copy-move forgery detection	ICIP '16
CoMoFoD		Yes	Copy move		260 sets	https://www.vcl.fer.hr/comofod/	CoMoFoD — New database for copy-move forgery detection	2013
MICC F220/F2000			copy move		2200		A SIFT-Based Forensic Method for Copy–Move Attack Detection and Transformation Recovery	TIFS '11
FAU/Manip		Yes	Copy move		48	http://www5.cs.fau.de/research/data/image-manipulation/index.html	An Evaluation of Popular Copy-Move Forgery Detection Approaches	TIFS '12
Dresden							The Dresden Image Database for Benchmarking Digital Image Forensics
GRIP			Copy move			http://www.grip.unina.it/download/prog/CMFD/	Efficient dense-field copy-move forgery detection	TIFS '15
IMD2020		Yes	Splicing, copy move, removal	35000/35000	2010	http://staff.utia.cas.cz/novozada/db/	An evaluation of popular copy-move forgery detection approaches	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.

1. Artificial PS dataset with post-processing on boundary (PS-boundary)

2. Artificial PS dataset with arbitrary post-processing (PS-arbitrary)

3. 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.

• Paper: CoMoFoD — New database for copy-move forgery detection

• 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 [e-mail], 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

1. Information Forensics and Security

2. Forensics Dataset

3. 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