2024

• Omni-IML: Towards Unified Image Manipulation Localization

• ForgerySleuth: Empowering Multimodal Large Language Models for Image Manipulation Detection

• SIDA: Social Media Image Deepfake Detection, Localization and Explanation with Large Multimodal Model

• Dual JPEG Compatibility: a Reliable and Explainable Tool for Image Forensics

• Is JPEG AI going to change image forensics?

• Image Forgery Localization via Guided Noise and Multi-Scale Feature Aggregation

• Image manipulation localization via dynamic cross-modality fusion and progressive integration

• HRGR: Enhancing Image Manipulation Detection via Hierarchical Region-aware Graph Reasoning

• Language-guided Hierarchical Fine-grained Image Forgery Detection and Localization (HiFi-Net++)

• Image Manipulation Detection With Implicit Neural Representation and Limited Supervision

• AdaIFL: Adaptive Image Forgery Localization via a Dynamic and Importance-aware Transformer Network

• Noise-assisted Prompt Learning for Image Forgery Detection and Localization

• Learning Universal Features for Generalizable Image Forgery Localization

• A Large-scale Interpretable Multi-modality Benchmark for Image Forgery Localization

• ForgeryTTT: Zero-Shot Image Manipulation Localization with Test-Time Training

• ForgeryGPT: Multimodal Large Language Model For Explainable Image Forgery Detection and Localization

• FakeBench: Probing Explainable Fake Image Detection via Large Multimodal Models

• FakeShield: Explainable Image Forgery Detection and Localization via Multi-modal Large Language Models

• EL-FDL: Improving Image Forgery Detection and Localization via Ensemble Learning

• Unified Frequency-Assisted Transformer Framework for Detecting and Grounding Multi-Modal Manipulation

• Detecting and Grounding Multi-Modal Media Manipulation and Beyond

• FastForensics: Efficient Two-Stream Design for Real-Time Image Manipulation Detection

• Auto-focus tracing: Image manipulation detection with artifact graph contrastive

• LookupForensics: A Large-Scale Multi-Task Dataset for Multi-Phase Image-Based Fact Verification

• Image manipulation detection and localization using multi-scale contrastive learning

• Attentive and Contrastive Image Manipulation Localization With Boundary Guidance

• Multi-view Feature Extraction via Tunable Prompts is Enough for Image Manipulation Localization

• Datasets, Clues and State-of-the-Arts for Multimedia Forensics: An Extensive Review

• TGIF: Text-Guided Inpainting Forgery Dataset

• Exploring Multi-view Pixel Contrast for General and Robust Image Forgery Localization

• GIM: A Million-scale Benchmark for Generative Image Manipulation Detection and Localization

• IMDL-BenCo: A Comprehensive Benchmark and Codebase for Image Manipulation Detection & Localization

• DH-GAN: Image manipulation localization via a dual homology-aware generative adversarial network

• DA-HFNet: Progressive Fine-Grained Forgery Image Detection and Localization Based on Dual Attention

• EC-Net: General image tampering localization network based on edge distribution guidance and contrastive learning

• Frequency-constrained transferable adversarial attack on image manipulation detection and localization

• A Contribution-Aware Noise Feature representation model for image manipulation localization

• Effective Image Tampering Localization via Enhanced Transformer and Co-attention Fusion

• PROMPT-IML: Image Manipulation Localization with Pre-trained Foundation Models Through Prompt Tuning

• Diffusion models meet image counter-forensics

• Research about the Ability of LLM in the Tamper-Detection Area

• Deep Image Restoration For Image Anti-Forensics

• Deep Image Composition Meets Image Forgery

• Fusion Transformer with Object Mask Guidance for Image Forgery Analysis

• Exploring Multi-Modal Fusion for Image Manipulation Detection and Localization

• A New Benchmark and Model for Challenging Image Manipulation Detection

• MGQFormer: Mask-Guided Query-Based Transformer for Image Manipulation Localization

• Learning Discriminative Noise Guidance for Image Forgery Detection and Localization

• CatmullRom Splines-Based Regression for Image Forgery Localization

• UnionFormer: Unified-Learning Transformer with Multi-View Representation for Image Manipulation Detection and Localization

• Towards Modern Image Manipulation Localization: A Large-Scale Dataset and Novel Methods

• EditGuard: Versatile Image Watermarking for Tamper Localization and Copyright Protection

• DiffForensics: Leveraging Diffusion Prior to Image Forgery Detection and Localization

• IML-ViT: Image Manipulation Localization by Vision Transformer

• CIMGEN: Controlled Image Manipulation by Finetuning Pretrained Generative Models on Limited Data