Image Forensics

33 papers with code • 0 benchmarks • 3 datasets

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Most implemented papers

Analysis of Benford’s Law for No-Reference Quality Assessment of Natural, Screen-Content, and Synthetic Images

Skythianos/Benford-IQA Electronics 2021

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.

Distinguishing Natural and Computer-Generated Images using Multi-Colorspace fused EfficientNet

manjaryp/ganvsgraphicsvsreal 18 Oct 2021

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.

A Principled Design of Image Representation: Towards Forensic Tasks

shurenqi/dir 2 Mar 2022

Image forensics is a rising topic as the trustworthy multimedia content is critical for modern society.

Rethinking Gradient Operator for Exposing AI-enabled Face Forgeries

ericgzq/gocnet-pytorch 2 May 2022

Moreover, MTA module considers two dimensions, namely channel and manipulation traces, to force the network to learn the distribution of manipulation traces.

Dual Stream Computer-Generated Image Detection Network Based On Channel Joint And Softpool

zoie-ui/cg-detection 7 Jul 2022

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.

Discovering Transferable Forensic Features for CNN-generated Images Detection

sutd-visual-computing-group/transferable-forensic-features 24 Aug 2022

Visual counterfeits are increasingly causing an existential conundrum in mainstream media with rapid evolution in neural image synthesis methods.

Digital Image Forensics using Deep Learning

grassknoted/Digital-Image-Forensics 14 Oct 2022

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.

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

multimediafor/eitlnet 17 Sep 2023

Powerful manipulation techniques have made digital image forgeries be easily created and widespread without leaving visual anomalies.

Exposing Image Splicing Traces in Scientific Publications via Uncertainty-guided Refinement

lxbuaa/urn 28 Sep 2023

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.