SOTAVerified

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

Showing 1–10 of 31 papers

TitleStatusHype
Beyond Fully Supervised Pixel Annotations: Scribble-Driven Weakly-Supervised Framework for Image Manipulation Localization—0
ForensicHub: A Unified Benchmark & Codebase for All-Domain Fake Image Detection and LocalizationCode2
Context-Aware Weakly Supervised Image Manipulation Localization with SAM Refinement—0
Can We Get Rid of Handcrafted Feature Extractors? SparseViT: Nonsemantics-Centered, Parameter-Efficient Image Manipulation Localization through Spare-Coding TransformerCode2
Mesoscopic Insights: Orchestrating Multi-scale & Hybrid Architecture for Image Manipulation LocalizationCode2
Omni-IML: Towards Unified Image Manipulation Localization—0
ForgeryTTT: Zero-Shot Image Manipulation Localization with Test-Time Training—0
A Noise and Edge extraction-based dual-branch method for Shallowfake and Deepfake Localization—0
Digital Image Forensics: A quantitative & qualitative comparison between State-of-the-art-AI and Traditional Techniques for detection and localization of image manipulationsCode0
M^3:Manipulation Mask Manufacturer for Arbitrary-Scale Super-Resolution Mask—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CMX (RGB+SRM)Average Pixel F1(Fixed threshold)0.59—Unverified
2Late FusionAverage Pixel F1(Fixed threshold)0.57—Unverified
3CMX (RGB+Bayar)Average Pixel F1(Fixed threshold)0.57—Unverified
4Early FusionAverage Pixel F1(Fixed threshold)0.55—Unverified
5TruForAverage Pixel F1(Fixed threshold)0.52—Unverified
6ManTraNetAverage Pixel F1(Fixed threshold)0.52—Unverified
7CMX (RGB+NP++)Average Pixel F1(Fixed threshold)0.52—Unverified
8MVSS-NetAverage Pixel F1(Fixed threshold)0.49—Unverified
9CR-CNNAverage Pixel F1(Fixed threshold)0.45—Unverified
10CAT-Net v2Average Pixel F1(Fixed threshold)0.43—Unverified