Image Forensics
39 papers with code • 0 benchmarks • 8 datasets
Benchmarks
These leaderboards are used to track progress in Image Forensics
Datasets
Celeb-DF
StreetStyle
Columbia (OSN-transmitted - Facebook)
Satire Dataset
Most implemented papers
MesoNet: a Compact Facial Video Forgery Detection Network
DariusAf/MesoNet
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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.
Fighting Fake News: Image Splice Detection via Learned Self-Consistency
minyoungg/selfconsistency
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ECCV 2018
In this paper, we propose a learning algorithm for detecting visual image manipulations that is trained only using a large dataset of real photographs.
ManTra-Net: Manipulation Tracing Network for Detection and Localization of Image Forgeries With Anomalous Features
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.
Towards Flexible Blind JPEG Artifacts Removal
jiaxi-jiang/fbcnn
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ICCV 2021
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.
DF-Net: The Digital Forensics Network for Image Forgery Detection
The orchestrated manipulation of public opinion, particularly through manipulated images, often spread via online social networks (OSN), has become a serious threat to society.
First Steps Toward Camera Model Identification with Convolutional Neural Networks
polimi-ispl/camera-model-identification-with-cnn
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Detecting the camera model used to shoot a picture enables to solve a wide series of forensic problems, from copyright infringement to ownership attribution.
Image Forensics: Detecting duplication of scientific images with manipulation-invariant image similarity
teddykoker/image-forensics
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Manipulation and re-use of images in scientific publications is a concerning problem that currently lacks a scalable solution.
Forensic Similarity for Digital Images
MISLgit/forensic-similarity-for-digital-images
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In this paper we introduce a new digital image forensics approach called forensic similarity, which determines whether two image patches contain the same forensic trace or different forensic traces.
A Full-Image Full-Resolution End-to-End-Trainable CNN Framework for Image Forgery Detection
FrancescoMarra/E2E-ForgeryDetection
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Due to limited computational and memory resources, current deep learning models accept only rather small images in input, calling for preliminary image resizing.
CNN-based fast source device identification
Source identification is an important topic in image forensics, since it allows to trace back the origin of an image.
