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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 61–70 of 73 papers

Title	Date	Tasks	Status	Hype
ManTra-Net: Manipulation Tracing Network for Detection and Localization of Image Forgeries With Anomalous Features	Jun 1, 2019	Anomaly DetectionFake Image Detection	CodeCode Available	0
Localization of Deep Inpainting Using High-Pass Fully Convolutional Network	Oct 1, 2019	Image InpaintingImage Manipulation Detection	CodeCode Available	0
Learning Rich Features for Image Manipulation Detection	May 13, 2018	Image ManipulationImage Manipulation Detection	CodeCode Available	0
Effectiveness of random deep feature selection for securing image manipulation detectors against adversarial examples	Oct 25, 2019	feature selectionImage Manipulation	CodeCode Available	0
AugStatic - A Light-Weight Image Augmentation Library	May 1, 2022	ClassificationData Augmentation	CodeCode Available	0
Digital Image Forensics: A quantitative & qualitative comparison between State-of-the-art-AI and Traditional Techniques for detection and localization of image manipulations	Sep 1, 2024	Detecting Image ManipulationImage Forensics	CodeCode Available	0
Generate, Segment and Refine: Towards Generic Manipulation Segmentation	Nov 24, 2018	Detecting Image ManipulationImage Generation	CodeCode Available	0
Forensic Similarity for Digital Images	Feb 13, 2019	Image ForensicsImage Manipulation Detection	CodeCode Available	0
TextSleuth: A New Dataset and Baseline for Scene Text Manipulation Detection	Aug 7, 2024	Image ManipulationImage Manipulation Detection	CodeCode Available	0
Exploring Saliency Bias in Manipulation Detection	Feb 12, 2024	Image ManipulationImage Manipulation Detection	CodeCode Available	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