Image Forensics

Benchmarks archive 2025-07-28

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Libraries

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Datasets archive 2025-07-28

4 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

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Most implemented papers archive 2025-07-28

30 shown of 41 papers with code (108 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• MesoNet: a Compact Facial Video Forgery Detection Network
  4 Sep 2018 8 repositories listed Syntology ran 1 of 6 samples · 5 unverified
  This paper presents a method to automatically and efficiently detect face tampering in videos, and particularly focuses on two recent techniques used to generate hyper-realistic forged videos: Deepfake and Face2Face.
• ManTra-Net: Manipulation Tracing Network for Detection and Localization of Image Forgeries With Anomalous Features
  1 Jun 2019 3 repositories listed
  To fight against real-life image forgery, which commonly involves different types and combined manipulations, we propose a unified deep neural architecture called ManTra-Net.
• Fighting Fake News: Image Splice Detection via Learned Self-Consistency
  10 May 2018 3 repositories listed Syntology ran 0 of 4 samples · 4 unverified
  In this paper, we propose a learning algorithm for detecting visual image manipulations that is trained only using a large dataset of real photographs.
• Towards Flexible Blind JPEG Artifacts Removal
  29 Sep 2021 2 repositories listed Syntology ran 9 of 11 samples · 2 unverified
  Training a single deep blind model to handle different quality factors for JPEG image artifacts removal has been attracting considerable attention due to its convenience for practical usage.
• Can ChatGPT Perform Image Splicing Detection? A Preliminary Study
  22 May 2025 1 repository listed
  Multimodal Large Language Models (MLLMs) like GPT-4V are capable of reasoning across text and image modalities, showing promise in a variety of complex vision-language tasks.
• FIRE: Robust Detection of Diffusion-Generated Images via Frequency-Guided Reconstruction Error
  10 Dec 2024 1 repository listed Syntology ran 1 of 5 samples · 4 unverified
  FIRE assesses the variation in reconstruction error before and after the frequency decomposition, offering a robust method for identifying diffusion model generated images.
• Is JPEG AI going to change image forensics?
  4 Dec 2024 1 repository listed
  In this paper, we investigate the counter-forensic effects of the new JPEG AI standard based on neural image compression, focusing on two critical areas: deepfake image detection and image splicing localization.
• Digital Image Forensics: A quantitative & qualitative comparison between State-of-the-art-AI and Traditional Techniques for detection and localization of image manipulations
  1 Sep 2024 1 repository listed
  Using Digital Image Forensics, the primary objective of this work is to conduct a comprehensive quantitative and qualitative study that compares traditional forensic techniques to a state-of-the-art AI based approach.
• Deep Image Restoration For Image Anti-Forensics
  4 May 2024 1 repository listed
  Separate image forensics methods have also been developed to detect these traces.
• Fusion Transformer with Object Mask Guidance for Image Forgery Analysis
  18 Mar 2024 1 repository listed
  In this work, we introduce OMG-Fuser, a fusion transformer-based network designed to extract information from various forensic signals to enable robust image forgery detection and localization.
• An Effective Image Copy-Move Forgery Detection Using Entropy Information
  19 Dec 2023 1 repository listed
  Therefore, this paper introduces entropy images to determine the coordinates and scales of keypoints based on Scale Invariant Feature Transform detector, which make the pre-processing more suitable for solving the above…
• MMFusion: Combining Image Forensic Filters for Visual Manipulation Detection and Localization
  4 Dec 2023 1 repository listed
  Recent image manipulation localization and detection techniques typically leverage forensic artifacts and traces that are produced by a noise-sensitive filter, such as SRM or Bayar convolution.
• PatchCraft: Exploring Texture Patch for Efficient AI-generated Image Detection
  21 Nov 2023 1 repository listed Syntology ran 0 of 6 samples · 6 unverified
  We observe that the texture patches of images tend to reveal more traces left by generative models compared to the global semantic information of the images.
• Towards Exploring Fairness in Visual Transformer based Natural and GAN Image Detection Systems
  18 Oct 2023 1 repository listed
  Since the robustness of the algorithms against image compression is an important factor to be considered in forensic tasks, this study also analyzes the impact of image compression on model bias.
• Exposing Image Splicing Traces in Scientific Publications via Uncertainty-guided Refinement
  28 Sep 2023 1 repository listed
  Compared to image duplication and synthesis, image splicing detection is more challenging due to the lack of reference images and the typically small tampered areas.
• Effective Image Tampering Localization via Enhanced Transformer and Co-attention Fusion
  17 Sep 2023 1 repository listed
  Powerful manipulation techniques have made digital image forgeries be easily created and widespread without leaving visual anomalies.
• A Robust Image Forensic Framework Utilizing Multi-Colorspace Enriched Vision Transformer for Distinguishing Natural and Computer-Generated Images
  14 Aug 2023 1 repository listed
  In this digital image forensic based work to distinguish between natural and computer-generated images encompassing both computer graphics and GAN generated images, we propose a robust forensic classifier framework…
• Digital Image Forensics using Deep Learning
  14 Oct 2022 1 repository listed
  During the investigation of criminal activity when evidence is available, the issue at hand is determining the credibility of the video and ascertaining that the video is real.
• Discovering Transferable Forensic Features for CNN-generated Images Detection
  24 Aug 2022 1 repository listed Syntology ran 20 of 24 samples · 4 unverified
  Visual counterfeits are increasingly causing an existential conundrum in mainstream media with rapid evolution in neural image synthesis methods.
• Dual Stream Computer-Generated Image Detection Network Based On Channel Joint And Softpool
  7 Jul 2022 1 repository listed
  The proposed network architecture includes a residual module for extracting image noise information and a joint channel information extraction module for capturing the shallow semantic information of image.
• Rethinking Gradient Operator for Exposing AI-enabled Face Forgeries
  2 May 2022 1 repository listed
  Moreover, MTA module considers two dimensions, namely channel and manipulation traces, to force the network to learn the distribution of manipulation traces.
• A Principled Design of Image Representation: Towards Forensic Tasks
  2 Mar 2022 1 repository listed
  Image forensics is a rising topic as the trustworthy multimedia content is critical for modern society.
• Unsupervised JPEG Domain Adaptation for Practical Digital Image Forensics
  9 Dec 2021 1 repository listed
  Domain adaptation is a major issue for doing practical forensics.
• Distinguishing Natural and Computer-Generated Images using Multi-Colorspace fused EfficientNet
  18 Oct 2021 1 repository listed
  The problem of distinguishing natural images from photo-realistic computer-generated ones either addresses natural images versus computer graphics or natural images versus GAN images, at a time.
• Analysis of Benford’s Law for No-Reference Quality Assessment of Natural, Screen-Content, and Synthetic Images
  21 Sep 2021 1 repository listed
  This paper presents in-depth analysis of Benford’s law inspired first digit distribution feature vectors for no-reference quality assessment of natural, screen-content, and synthetic images in various viewpoints.
• BioFors: A Large Biomedical Image Forensics Dataset
  30 Aug 2021 1 repository listed
  Our results and analysis show that existing algorithms developed on common computer vision datasets are not robust when applied to biomedical images, validating that more research is required to address the unique…
• DIPPAS: A Deep Image Prior PRNU Anonymization Scheme
  7 Dec 2020 1 repository listed
  A typical trace exploited for source device identification is the Photo Response Non-Uniformity (PRNU), a noise pattern left by the device on the acquired images.
• Boosting CNN-based primary quantization matrix estimation of double JPEG images via a classification-like architecture
  1 Dec 2020 1 repository listed
  The method is based on a Convolutional Neural Network (CNN) that is trained to solve the estimation as a standard regression problem.
• Dissecting Image Crops
  24 Nov 2020 1 repository listed
  The elementary operation of cropping underpins nearly every computer vision system, ranging from data augmentation and translation invariance to computational photography and representation learning.
• A Survey of Machine Learning Techniques in Adversarial Image Forensics
  19 Oct 2020 1 repository listed
  Image forensic plays a crucial role in both criminal investigations (e.

Syntology lines on 6 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.