Image Forensics
33 papers with code • 0 benchmarks • 3 datasets
Benchmarks
These leaderboards are used to track progress in Image Forensics
Most implemented papers
Analysis of Benford’s Law for No-Reference Quality Assessment of Natural, Screen-Content, and Synthetic Images
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
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.
Unsupervised JPEG Domain Adaptation for Practical Digital Image Forensics
Domain adaptation is a major issue for doing practical forensics.
A Principled Design of Image Representation: Towards Forensic Tasks
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
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
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
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
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
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
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.