Image Manipulation Detection

The task of detecting images or image parts that have been tampered or manipulated (sometimes also referred to as doctored). This typically encompasses image splicing, copy-move, or image inpainting.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 26–50 of 73 papers

Title	Date	Tasks	Status	Hype
Tame a Wild Camera: In-the-Wild Monocular Camera Calibration	Jun 19, 2023	3D Object DetectionCamera Calibration	CodeCode Available	1
Explicit Visual Prompting for Universal Foreground Segmentations	May 29, 2023	Camouflaged Object SegmentationDefocus Blur Detection	CodeCode Available	2
On the Effectiveness of Image Manipulation Detection in the Age of Social Media	Apr 19, 2023	Image ManipulationImage Manipulation Detection	—Unverified	0
Explicit Visual Prompting for Low-Level Structure Segmentations	Mar 20, 2023	Camouflaged Object SegmentationDefocus Blur Detection	CodeCode Available	2
Uncertainty-guided Learning for Improving Image Manipulation Detection	Jan 1, 2023	Image ManipulationImage Manipulation Detection	—Unverified	0
SAFL-Net: Semantic-Agnostic Feature Learning Network with Auxiliary Plugins for Image Manipulation Detection	Jan 1, 2023	Image ManipulationImage Manipulation Detection	—Unverified	0
TruFor: Leveraging all-round clues for trustworthy image forgery detection and localization	Dec 21, 2022	AllImage Forgery Detection	—Unverified	0
Auto-Focus Contrastive Learning for Image Manipulation Detection	Nov 20, 2022	Contrastive LearningImage Manipulation	—Unverified	0
MSMG-Net: Multi-scale Multi-grained Supervised Metworks for Multi-task Image Manipulation Detection and Localization	Nov 6, 2022	Image ManipulationImage Manipulation Detection	—Unverified	0
Towards Effective Image Manipulation Detection with Proposal Contrastive Learning	Oct 16, 2022	Contrastive LearningImage Manipulation	CodeCode Available	1
Noise and Edge Based Dual Branch Image Manipulation Detection	Jul 2, 2022	Edge DetectionImage Manipulation	CodeCode Available	1
Augmented Balanced Image Dataset Generator Using AugStatic Library	May 1, 2022	ClassificationData Augmentation	CodeCode Available	0
Deep PCB To COCO Convertor	May 1, 2022	ClassificationData Augmentation	CodeCode Available	2
AugStatic - A Light-Weight Image Augmentation Library	May 1, 2022	ClassificationData Augmentation	CodeCode Available	0
Improving Model Performance and Removing the Class Imbalance Problem Using Augmentation	May 1, 2022	ClassificationData Augmentation	—Unverified	0
Augmentation Techniques Analysis with Removal of Class Imbalance Using PyTorch for Intel Scene Dataset	May 1, 2022	ClassificationData Augmentation	—Unverified	0
Resnet18 Model With Sequential Layer For Computing Accuracy On Image Classification Dataset	May 1, 2022	ClassificationData Augmentation	—Unverified	0
Proactive Image Manipulation Detection	Mar 29, 2022	Image ManipulationImage Manipulation Detection	CodeCode Available	1
ObjectFormer for Image Manipulation Detection and Localization	Mar 28, 2022	Image ManipulationImage Manipulation Detection	—Unverified	0
SISL:Self-Supervised Image Signature Learning for Splicing Detection and Localization	Mar 15, 2022	Image ManipulationImage Manipulation Detection	—Unverified	0
Crowd-powered Face Manipulation Detection: Fusing Human Examiner Decisions	Jan 31, 2022	Face SwappingImage Manipulation	—Unverified	0
Learning Hierarchical Graph Representation for Image Manipulation Detection	Jan 15, 2022	Graph Representation LearningImage Manipulation	—Unverified	0
Robust Image Forgery Detection Over Online Social Network Shared Images	Jan 1, 2022	Image Forgery DetectionImage Manipulation Detection	CodeCode Available	1
MVSS-Net: Multi-View Multi-Scale Supervised Networks for Image Manipulation Detection	Dec 16, 2021	Image ManipulationImage Manipulation Detection	CodeCode Available	1
Learning JPEG Compression Artifacts for Image Manipulation Detection and Localization	Aug 30, 2021	Image ManipulationImage Manipulation Detection	CodeCode Available	1

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All datasets Casia V1+DSO-1 CocoGlide Columbia COVERAGE CASIA (OSN-transmitted - Facebook)CASIA (OSN-transmitted - Wechat)CASIA (OSN-transmitted - Weibo)CASIA (OSN-transmitted - Whatsapp)Columbia (OSN-transmitted - Facebook)Columbia (OSN-transmitted - Wechat)Columbia (OSN-transmitted - Weibo)

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	DF-Net	AUC	0.91	—	Unverified
2	Late Fusion	Balanced Accuracy	0.86	—	Unverified
3	Early Fusion	Balanced Accuracy	0.85	—	Unverified
4	CAT-Net v2	Balanced Accuracy	0.84	—	Unverified
5	TruFor	Balanced Accuracy	0.81	—	Unverified
6	MVSS-Net	Balanced Accuracy	0.53	—	Unverified
7	ManTraNet	Balanced Accuracy	0.5	—	Unverified
8	CR-CNN	Balanced Accuracy	0.48	—	Unverified
9	SPAN	Balanced Accuracy	0.11	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Early Fusion	Balanced Accuracy	0.94	—	Unverified
2	TruFor	Balanced Accuracy	0.93	—	Unverified
3	Late Fusion	Balanced Accuracy	0.83	—	Unverified
4	DF-Net	AUC	0.77	—	Unverified
5	CAT-Net v2	Balanced Accuracy	0.53	—	Unverified
6	ManTraNet	Balanced Accuracy	0.5	—	Unverified
7	MVSS-Net	Balanced Accuracy	0.36	—	Unverified
8	CR-CNN	Balanced Accuracy	0.29	—	Unverified
9	SPAN	Balanced Accuracy	0.23	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Late Fusion	Balanced Accuracy	0.68	—	Unverified
2	Early Fusion	Balanced Accuracy	0.66	—	Unverified
3	TruFor	Balanced Accuracy	0.64	—	Unverified
4	CAT-Net v2	Balanced Accuracy	0.58	—	Unverified
5	ManTraNet	Balanced Accuracy	0.5	—	Unverified
6	CR-CNN	Balanced Accuracy	0.45	—	Unverified
7	SPAN	Balanced Accuracy	0.3	—	Unverified
8	MVSS-Net	Balanced Accuracy	0.12	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TruFor	Balanced Accuracy	0.98	—	Unverified
2	Early Fusion	Balanced Accuracy	0.96	—	Unverified
3	DF-Net	AUC	0.88	—	Unverified
4	Late Fusion	Balanced Accuracy	0.82	—	Unverified
5	CAT-Net v2	Balanced Accuracy	0.8	—	Unverified
6	MVSS-Net	Balanced Accuracy	0.73	—	Unverified
7	CR-CNN	Balanced Accuracy	0.63	—	Unverified
8	ManTraNet	Balanced Accuracy	0.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Early Fusion	Balanced Accuracy	0.77	—	Unverified
2	Late Fusion	Balanced Accuracy	0.72	—	Unverified
3	TruFor	Balanced Accuracy	0.68	—	Unverified
4	CAT-Net v2	Balanced Accuracy	0.64	—	Unverified
5	MVSS-Net	Balanced Accuracy	0.51	—	Unverified
6	ManTraNet	Balanced Accuracy	0.5	—	Unverified
7	CR-CNN	Balanced Accuracy	0.39	—	Unverified
8	SPAN	Balanced Accuracy	0.24	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DF-Net	AUC	0.91	—	Unverified
2	Wu22	AUC	0.86	—	Unverified
3	Mantra-Net	AUC	0.76	—	Unverified
4	ForSim	AUC	0.54	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DF-Net	AUC	0.9	—	Unverified
2	Wu22	AUC	0.83	—	Unverified
3	ManTra-Net	AUC	0.72	—	Unverified
4	ForSim	AUC	0.53	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DF-Net	AUC	0.9	—	Unverified
2	Wu22	AUC	0.86	—	Unverified
3	ManTra-Net	AUC	0.75	—	Unverified
4	ForSim	AUC	0.54	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DF-Net	AUC	0.91	—	Unverified
2	Wu22	AUC	0.87	—	Unverified
3	ManTra-Net	AUC	0.76	—	Unverified
4	ForSim	AUC	0.53	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DF-Net	AUC	0.88	—	Unverified
2	Wu22	AUC	0.88	—	Unverified
3	ManTra-Net	AUC	0.63	—	Unverified
4	ForSim	AUC	0.61	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Wu22	AUC	0.88	—	Unverified
2	DF-Net	AUC	0.88	—	Unverified
3	ForSim	AUC	0.65	—	Unverified
4	ManTra-Net	AUC	0.61	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DF-Net	AUC	0.89	—	Unverified
2	Wu22	AUC	0.88	—	Unverified
3	ManTra-Net	AUC	0.62	—	Unverified
4	ForSim	AUC	0.61	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Wu22	AUC	0.89	—	Unverified
2	DF-Net	AUC	0.88	—	Unverified
3	ManTra-Net	AUC	0.63	—	Unverified
4	ForSim	AUC	0.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Wu22	AUC	0.86	—	Unverified
2	DF-Net	AUC	0.77	—	Unverified
3	ForSim	AUC	0.69	—	Unverified
4	ManTra-Net	AUC	0.64	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Wu22	AUC	0.82	—	Unverified
2	DF-Net	AUC	0.77	—	Unverified
3	ManTra-Net	AUC	0.58	—	Unverified
4	ForSim	AUC	0.56	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Wu22	AUC	0.81	—	Unverified
2	DF-Net	AUC	0.76	—	Unverified
3	ManTra-Net	AUC	0.61	—	Unverified
4	ForSim	AUC	0.57	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Wu22	AUC	0.84	—	Unverified
2	DF-Net	AUC	0.77	—	Unverified
3	ManTra-Net	AUC	0.62	—	Unverified
4	ForSim	AUC	0.54	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DF-Net	AUC	0.8	—	Unverified
2	Wu22	AUC	0.78	—	Unverified
3	ManTra-Net	AUC	0.65	—	Unverified
4	ForSim	AUC	0.58	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DF-Net	AUC	0.8	—	Unverified
2	Wu22	AUC	0.76	—	Unverified
3	ManTra-Net	AUC	0.65	—	Unverified
4	ForSim	AUC	0.58	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DF-Net	AUC	0.79	—	Unverified
2	Wu22	AUC	0.78	—	Unverified
3	ManTra-Net	AUC	0.67	—	Unverified
4	ForSim	AUC	0.58	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DF-Net	AUC	0.8	—	Unverified
2	Wu22	AUC	0.79	—	Unverified
3	ManTra-Net	AUC	0.7	—	Unverified
4	ForSim	AUC	0.59	—	Unverified