Image Manipulation Localization

The task of segmenting parts of images or image parts that have been tampered with 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 11–20 of 31 papers

Title	Date	Tasks	Status	Hype	Score
Image Manipulation Detection by Multi-View Multi-Scale Supervision	Apr 14, 2021	Image ManipulationImage Manipulation Detection	CodeCode Available	1	5
SPAN: Spatial Pyramid Attention Network for Image Manipulation Localization	Aug 1, 2020	Image ManipulationImage Manipulation Detection	CodeCode Available	1	5
Learning JPEG Compression Artifacts for Image Manipulation Detection and Localization	Aug 30, 2021	Image ManipulationImage Manipulation Detection	CodeCode Available	1	5
Pre-training-free Image Manipulation Localization through Non-Mutually Exclusive Contrastive Learning	Sep 26, 2023	Contrastive LearningImage Manipulation	CodeCode Available	1	5
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	5
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	5
M^3:Manipulation Mask Manufacturer for Arbitrary-Scale Super-Resolution Mask	Jul 4, 2024	Change DetectionImage Forensics	—Unverified	0	0
ForgeryTTT: Zero-Shot Image Manipulation Localization with Test-Time Training	Oct 5, 2024	Image ManipulationImage Manipulation Localization	—Unverified	0	0
ObjectFormer for Image Manipulation Detection and Localization	Mar 28, 2022	Image ManipulationImage Manipulation Detection	—Unverified	0	0
Omni-IML: Towards Unified Image Manipulation Localization	Nov 22, 2024	DecoderDescriptive	—Unverified	0	0

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All datasets Casia V1+CocoGlide Columbia COVERAGE DSO-1 CASIAv1(Protoclo-CAT)Columbia(Protocol-CAT)COVERAGE(Protocol-CAT)NIST16(Protocol-CAT)

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	CMX (RGB+SRM)	Average Pixel F1(Fixed threshold)	0.79	—	Unverified
2	Early Fusion	Average Pixel F1(Fixed threshold)	0.78	—	Unverified
3	Late Fusion	Average Pixel F1(Fixed threshold)	0.78	—	Unverified
4	CMX (RGB+Bayar)	Average Pixel F1(Fixed threshold)	0.77	—	Unverified
5	CMX (RGB+NP++)	Average Pixel F1(Fixed threshold)	0.76	—	Unverified
6	CAT-Net v2	Average Pixel F1(Fixed threshold)	0.75	—	Unverified
7	TruFor	Average Pixel F1(Fixed threshold)	0.74	—	Unverified
8	MVSS-Net	Average Pixel F1(Fixed threshold)	0.53	—	Unverified
9	CR-CNN	Average Pixel F1(Fixed threshold)	0.48	—	Unverified
10	ManTraNet	Average Pixel F1(Fixed threshold)	0.18	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CMX (RGB+SRM)	Average Pixel F1(Fixed threshold)	0.59	—	Unverified
2	Late Fusion	Average Pixel F1(Fixed threshold)	0.57	—	Unverified
3	CMX (RGB+Bayar)	Average Pixel F1(Fixed threshold)	0.57	—	Unverified
4	Early Fusion	Average Pixel F1(Fixed threshold)	0.55	—	Unverified
5	TruFor	Average Pixel F1(Fixed threshold)	0.52	—	Unverified
6	ManTraNet	Average Pixel F1(Fixed threshold)	0.52	—	Unverified
7	CMX (RGB+NP++)	Average Pixel F1(Fixed threshold)	0.52	—	Unverified
8	MVSS-Net	Average Pixel F1(Fixed threshold)	0.49	—	Unverified
9	CR-CNN	Average Pixel F1(Fixed threshold)	0.45	—	Unverified
10	CAT-Net v2	Average Pixel F1(Fixed threshold)	0.43	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Early Fusion	Average Pixel F1(Fixed threshold)	0.89	—	Unverified
2	CMX (RGB+NP++)	Average Pixel F1(Fixed threshold)	0.88	—	Unverified
3	CMX (RGB+Bayar)	Average Pixel F1(Fixed threshold)	0.87	—	Unverified
4	Late Fusion	Average Pixel F1(Fixed threshold)	0.86	—	Unverified
5	CAT-Net v2	Average Pixel F1(Fixed threshold)	0.86	—	Unverified
6	TruFor	Average Pixel F1(Fixed threshold)	0.86	—	Unverified
7	CMX (RGB+SRM)	Average Pixel F1(Fixed threshold)	0.83	—	Unverified
8	SPAN	Average Pixel F1(Fixed threshold)	0.76	—	Unverified
9	MVSS-Net	Average Pixel F1(Fixed threshold)	0.73	—	Unverified
10	CR-CNN	Average Pixel F1(Fixed threshold)	0.63	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Early Fusion	Average Pixel F1(Fixed threshold)	0.66	—	Unverified
2	Late Fusion	Average Pixel F1(Fixed threshold)	0.64	—	Unverified
3	CMX (RGB+SRM)	Average Pixel F1(Fixed threshold)	0.63	—	Unverified
4	TruFor	Average Pixel F1(Fixed threshold)	0.6	—	Unverified
5	CMX (RGB+Bayar)	Average Pixel F1(Fixed threshold)	0.59	—	Unverified
6	CMX (RGB+NP++)	Average Pixel F1(Fixed threshold)	0.58	—	Unverified
7	MVSS-Net	Average Pixel F1(Fixed threshold)	0.51	—	Unverified
8	CR-CNN	Average Pixel F1(Fixed threshold)	0.39	—	Unverified
9	CAT-Net v2	Average Pixel F1(Fixed threshold)	0.38	—	Unverified
10	ManTraNet	Average Pixel F1(Fixed threshold)	0.32	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TruFor	Average Pixel F1(Fixed threshold)	0.93	—	Unverified
2	Late Fusion	Average Pixel F1(Fixed threshold)	0.9	—	Unverified
3	CMX (RGB+NP++)	Average Pixel F1(Fixed threshold)	0.9	—	Unverified
4	Early Fusion	Average Pixel F1(Fixed threshold)	0.87	—	Unverified
5	CMX (RGB+SRM)	Average Pixel F1(Fixed threshold)	0.79	—	Unverified
6	CMX (RGB+Bayar)	Average Pixel F1(Fixed threshold)	0.78	—	Unverified
7	CAT-Net v2	Average Pixel F1(Fixed threshold)	0.58	—	Unverified
8	ManTraNet	Average Pixel F1(Fixed threshold)	0.41	—	Unverified
9	MVSS-Net	Average Pixel F1(Fixed threshold)	0.36	—	Unverified
10	CR-CNN	Average Pixel F1(Fixed threshold)	0.29	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Mesorch	Pixel Binary F1	0.84	—	Unverified
2	Trufor	Pixel Binary F1	0.82	—	Unverified
3	CAT-Net	Pixel Binary F1	0.81	—	Unverified
4	IML-ViT	Pixel Binary F1	0.8	—	Unverified
5	MVSS-Net	Pixel Binary F1	0.6	—	Unverified
6	PSCC-Net	Pixel Binary F1	0.59	—	Unverified
7	ObjectFormer	Pixel Binary F1	0.53	—	Unverified
8	Mantra-Net	Pixel Binary F1	0.33	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	IML-ViT	Pixel Binary F1	0.95	—	Unverified
2	Mesorch	Pixel Binary F1	0.92	—	Unverified
3	CAT-Net	Pixel Binary F1	0.92	—	Unverified
4	Trufor	Pixel Binary F1	0.89	—	Unverified
5	PSCC-Net	Pixel Binary F1	0.86	—	Unverified
6	MVSS-Net	Pixel Binary F1	0.74	—	Unverified
7	ObjectFormer	Pixel Binary F1	0.73	—	Unverified
8	Mantra-Net	Pixel Binary F1	0.46	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	IML-ViT	Pixel Binary F1	0.65	—	Unverified
2	Mesorch	Pixel Binary F1	0.59	—	Unverified
3	MVSS-Net	Pixel Binary F1	0.5	—	Unverified
4	Trufor	Pixel Binary F1	0.46	—	Unverified
5	CAT-Net	Pixel Binary F1	0.43	—	Unverified
6	PSCC	Pixel Binary F1	0.38	—	Unverified
7	ObjectFormer	Pixel Binary F1	0.26	—	Unverified
8	Mantra-Net	Pixel Binary F1	0.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	IML-ViT	Pixel Binary F1	0.5	—	Unverified
2	Mesorch	Pixel Binary F1	0.39	—	Unverified
3	PSCC-Net	Pixel Binary F1	0.37	—	Unverified
4	MVSS-Net	Pixel Binary F1	0.35	—	Unverified
5	Trufor	Pixel Binary F1	0.35	—	Unverified
6	ObjectFormer	Pixel Binary F1	0.25	—	Unverified
7	CAT-Net	Pixel Binary F1	0.25	—	Unverified
8	Mantra-Net	Pixel Binary F1	0.19	—	Unverified