Image Forensics
32 papers with code • 0 benchmarks • 3 datasets
Benchmarks
These leaderboards are used to track progress in Image Forensics
Celeb-DF
StreetStyle
Satire Dataset
Latest papers
Exploring Multi-Modal Fusion for Image Manipulation Detection and Localization
Recent image manipulation localization and detection techniques usually leverage forensic artifacts and traces that are produced by a noise-sensitive filter, such as SRM and Bayar convolution.
PatchCraft: Exploring Texture Patch for Efficient AI-generated Image Detection
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.
Exposing Image Splicing Traces in Scientific Publications via Uncertainty-guided Refinement
lxbuaa/urn
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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
Powerful manipulation techniques have made digital image forgeries be easily created and widespread without leaving visual anomalies.
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.
Discovering Transferable Forensic Features for CNN-generated Images Detection
sutd-visual-computing-group/transferable-forensic-features
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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
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
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
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
RonyAbecidan/UnsupervisedJpegDomainAdaptation
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WIFS : IEEE International Workshop on Information Forensics and Security 2021
Domain adaptation is a major issue for doing practical forensics.
