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
IMDL-BenCo: A Comprehensive Benchmark and Codebase for Image Manipulation Detection & Localization	Jun 15, 2024	GPUImage Manipulation	CodeCode Available	3
Towards Modern Image Manipulation Localization: A Large-Scale Dataset and Novel Methods	Jan 1, 2024	Image ManipulationImage Manipulation Localization	CodeCode Available	3
PROMPT-IML: Image Manipulation Localization with Pre-trained Foundation Models Through Prompt Tuning	Jan 1, 2024	Image ManipulationImage Manipulation Localization	—Unverified	0
MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and Localization	Dec 4, 2023	Detecting Image ManipulationImage Forensics	CodeCode Available	1
Perceptual MAE for Image Manipulation Localization: A High-level Vision Learner Focusing on Low-level Features	Oct 10, 2023	Image ManipulationImage Manipulation Localization	—Unverified	0
Pixel-Inconsistency Modeling for Image Manipulation Localization	Sep 30, 2023	Data AugmentationDemosaicking	—Unverified	0
Pre-training-free Image Manipulation Localization through Non-Mutually Exclusive Contrastive Learning	Sep 26, 2023	Contrastive LearningImage Manipulation	CodeCode Available	1
IML-ViT: Benchmarking Image Manipulation Localization by Vision Transformer	Jul 27, 2023	BenchmarkingImage Manipulation	CodeCode Available	2
TriPINet: Tripartite Progressive Integration Network for Image Manipulation Localization	Dec 25, 2022	DecoderImage Forensics	—Unverified	0
TruFor: Leveraging all-round clues for trustworthy image forgery detection and localization	Dec 21, 2022	AllImage Forgery Detection	—Unverified	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