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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 51–60 of 73 papers

Title	Date	Tasks	Status	Hype
Resnet18 Model With Sequential Layer For Computing Accuracy On Image Classification Dataset	May 1, 2022	ClassificationData Augmentation	—Unverified	0
RXFOOD: Plug-in RGB-X Fusion for Object of Interest Detection	Jun 22, 2023	DecoderImage Manipulation	—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
SISL:Self-Supervised Image Signature Learning for Splicing Detection and Localization	Mar 15, 2022	Image ManipulationImage Manipulation Detection	—Unverified	0
SpliceRadar: A Learned Method For Blind Image Forensics	Jun 27, 2019	Image ForensicsImage Manipulation Detection	—Unverified	0
TrainFors: A Large Benchmark Training Dataset for Image Manipulation Detection and Localization	Aug 10, 2023	Image EnhancementImage Manipulation	—Unverified	0
TruFor: Leveraging all-round clues for trustworthy image forgery detection and localization	Dec 21, 2022	AllImage Forgery Detection	—Unverified	0
Uncertainty-guided Learning for Improving Image Manipulation Detection	Jan 1, 2023	Image ManipulationImage Manipulation Detection	—Unverified	0
UnionFormer: Unified-Learning Transformer with Multi-View Representation for Image Manipulation Detection and Localization	Jan 1, 2024	Image ManipulationImage Manipulation Detection	—Unverified	0
Universal Image Manipulation Detection using Deep Siamese Convolutional Neural Network	Aug 20, 2018	Image ForensicsImage Manipulation	—Unverified	0

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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	Wu22	AUC	0.88	—	Unverified
2	DF-Net	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