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 110 of 31 papers

TitleStatusHype
Beyond Fully Supervised Pixel Annotations: Scribble-Driven Weakly-Supervised Framework for Image Manipulation Localization0
ForensicHub: A Unified Benchmark & Codebase for All-Domain Fake Image Detection and LocalizationCode2
Context-Aware Weakly Supervised Image Manipulation Localization with SAM Refinement0
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 Localization0
ForgeryTTT: Zero-Shot Image Manipulation Localization with Test-Time Training0
A Noise and Edge extraction-based dual-branch method for Shallowfake and Deepfake Localization0
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 Mask0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Early FusionAverage Pixel F1(Fixed threshold)0.89Unverified
2CMX (RGB+NP++)Average Pixel F1(Fixed threshold)0.88Unverified
3CMX (RGB+Bayar)Average Pixel F1(Fixed threshold)0.87Unverified
4Late FusionAverage Pixel F1(Fixed threshold)0.86Unverified
5CAT-Net v2Average Pixel F1(Fixed threshold)0.86Unverified
6TruForAverage Pixel F1(Fixed threshold)0.86Unverified
7CMX (RGB+SRM)Average Pixel F1(Fixed threshold)0.83Unverified
8SPANAverage Pixel F1(Fixed threshold)0.76Unverified
9MVSS-NetAverage Pixel F1(Fixed threshold)0.73Unverified
10CR-CNNAverage Pixel F1(Fixed threshold)0.63Unverified