Awesome-Image-Forensics

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.

Databases

Name	Release year	Venue	Download	#Pristine	#Manipulated	#Copy-move	#Splicing	#Inpainting
Columbia	2006	ICME	link	183	180	0	180	0
CASIAv1	2013	ChinaSIP	github	800	920	459	461	0
CASIAv2	2013	ChinaSIP	github	7491	5123	3295	1828	0
COVER	2016	ICIP	github	100	100	100	0	0
NIST2016	2016	OpenMFC	link	0	564	68	288	208
DEFACTO	2019	EUSIPCO	github	0	149k	19k	105k	25k
IMD2020	2020	WACVW	link	404	2010	-	-	-

Title	Release year	Venue	Modality	Pixel-level	Image-level	Code
Image manipulation detection by multiple tampering traces and edge artifact enhancemen	2023	Pattern Recognition	RGB&Noise	Y	N	-
A Principled Design of Image Representation: Towards Forensic Tasks	2022	T-PAMI	RGB&DIR	Y	N	github
Towards JPEG-resistant Image Forgery Detection and Localization via Self-supervised Domain Adaptation	2022	T-PAMI	RGB&Noise	Y	Y	-
MVSS-Net: Multi-View Multi-Scale Supervised Networks for Image Manipulation Detection	2022	T-PAMI	RGB&Noise	Y	Y	github
ET: Edge-Enhanced Transformer for Image Splicing Detection	2022	SPL	RGB&Boundary	Y	N	-
Learning JPEG Compression Artifacts for Image Manipulation Detection and Localization	2022	IJCV	RGB&Noise	Y	N	github
Robust Image Forgery Detection Against Transmission Over Online Social Networks	2022	T-IFS	RGB	Y	N	github
PSCC-Net: Progressive Spatio-Channel Correlation Network for Image Manipulation Detection and Localization	2022	T-CSVT	RGB	Y	Y	github
Objectformer for image manipulation detection and localization	2022	CVPR	RGB&Frequency	Y	Y	-
Robust Image Forgery Detection Over Online Social Network Shared Images	2022	CVPR	RGB	Y	N	github
JPEG Compression-aware Image Forgery Localization	2022	MM	RGB	Y	N	-
Generic Image Manipulation Localization through the Lens of Multi-scale Spatial Inconsistence	2022	MM	RGB&Boundary	Y	N	-
ESRNet: Efficient Search and Recognition Network for Image Manipulation Detection	2022	TOMM	RGB	Y	N	github
Learning to localize image forgery using end-to-end attention network	2022	Neurocomputing	RGB&Frequency	Y	N	github

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

Title	Release year	Venue	Modality	Pixel-level	Image-level	Code
Generate, Segment, and Refine: Towards Generic Manipulation Segmentation	2020	AAAI	RGB	Y	N	github
Constrained R-CNN: A general image manipulation detection model	2020	ICME	Noise	Y	N	github
Hybrid lstm and encoder–decoder architecture for detection of image forgeries	2019	T-IP	RGB	Y	N	github
Adversarial Learning for Constrained Image Splicing Detection and Localization Based on Atrous Convolution	2019	T-IFS	RGB	Y	N	github
Forensic Similarity for Digital Images	2019	T-IFS	RGB	Y	N	github
Noiseprint: A CNN-Based Camera Model Fingerprint	2019	T-IFS	RGB&Noise	Y	N	github
Mantra-net: Manipulation tracing network for detection and localization of image forgeries with anomalous features	2019	CVPR	RGB&Frequency	Y	N	github
Localization of Deep Inpainting Using High-Pass Fully Convolutional Network	2019	ICCV	High Frequency	Y	N	github
Learning rich features for image manipulation detection	2018	CVPR	RGB&Noise	Y	N	github
Fighting Fake News: Image Splice Detection via Learned Self-Consistency	2018	ECCV	RGB	Y	N	github
Image splicing localization using a multi-task fully convolutional network (MFCN)	2017	VCIR	RGB	Y	N	-