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Deep Learning for Multimedia Forensics

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Inferred edges come from two machine sources: sweeps of open repository metadata (mostly SSRN and Zenodo), and a bulk OpenAlex citation snapshot. Every row below is labelled with the one it came from. Neither is a complete citation index — absence here is not evidence of absence.

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1109/cvpr.2015.7298965openalex-snapshot
Fully convolutional networks for semantic segmentation
inferredcites →https://doi.org/10.1109/lsp.2020.3008855openalex-snapshot
CNN-Based Fast Source Device Identification
inferredcites →https://doi.org/10.1109/tifs.2006.873602openalex-snapshot
Digital Camera Identification From Sensor Pattern Noise
inferredcites →https://doi.org/10.1109/wifs49906.2020.9360903openalex-snapshot
Training CNNs in Presence of JPEG Compression: Multimedia Forensics vs Computer Vision

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1007/978-3-031-90478-3_14openalex-snapshot
Video Forgery Detection Using Multi-scale Feature Extraction with ResNet50
inferred← citeshttps://doi.org/10.1007/978-94-024-2304-4_4openalex-snapshot
From Phantoms to Firewalls: Securing Critical Infrastructures in the Age of Hybrid Threats
inferred← citeshttps://doi.org/10.1007/978-981-96-6300-2_20openalex-snapshot
Heart Disease Classification from ECG Images Using Convolutional Neural Networks and Transformer-Based Models
inferred← citeshttps://doi.org/10.1007/s00500-023-08605-yopenalex-snapshot
Deepfakes: evolution and trends
inferred← citeshttps://doi.org/10.1007/s10462-023-10679-xopenalex-snapshot
Deepfakes: current and future trends
inferred← citeshttps://doi.org/10.1007/s11042-023-17964-5openalex-snapshot
Enhancing copy-move forgery detection through a novel CNN architecture and comprehensive dataset analysis
inferred← citeshttps://doi.org/10.1007/s11547-025-02126-4openalex-snapshot
The impact of forensic experience on postmortem CT interpretation in firearm deaths: an interobserver reliability study
inferred← citeshttps://doi.org/10.1007/s13369-025-10268-wopenalex-snapshot
2DCB-PSO: An Advanced Image Forensics Technique for Enhancing Accuracy in Digital Image Analysis
inferred← citeshttps://doi.org/10.1007/s41870-023-01624-wopenalex-snapshot
Robust median filtering forensics using texture feature and deep fully connected network
inferred← citeshttps://doi.org/10.1016/b978-0-443-32884-8.00003-9openalex-snapshot
Multimedia forensics in IoMT: Techniques and applications
inferred← citeshttps://doi.org/10.1016/j.cviu.2024.104143openalex-snapshot
Continuous fake media detection: Adapting deepfake detectors to new generative techniques
inferred← citeshttps://doi.org/10.1016/j.fsidi.2026.302062openalex-snapshot
Enhancing abnormality identification: Robust out-of-distribution strategies for deepfake detection
inferred← citeshttps://doi.org/10.1016/j.patrec.2024.03.025openalex-snapshot
A guided-based approach for deepfake detection: RGB-depth integration via features fusion
inferred← citeshttps://doi.org/10.1109/dsp58604.2023.10167940openalex-snapshot
An Automated Ground-to-Aerial Viewpoint Localization for Content Verification
inferred← citeshttps://doi.org/10.1109/icassp48485.2024.10446619openalex-snapshot
A One-Class Approach to Detect Super-Resolution Satellite Imagery with Spectral Features
inferred← citeshttps://doi.org/10.1109/ijcnn55064.2022.9892413openalex-snapshot
PRaNA: PRNU-based Technique to Tell Real and Deepfake Videos Apart
inferred← citeshttps://doi.org/10.1109/iri69576.2026.00022openalex-snapshot
Tracing the Origin: Source Attribution of Social Media Profile Images Using Deep Ensemble Learning
inferred← citeshttps://doi.org/10.1109/iwbf57495.2023.10156981openalex-snapshot
On the use of Stable Diffusion for creating realistic faces: from generation to detection
inferred← citeshttps://doi.org/10.1109/msec.2024.3390555openalex-snapshot
Human Versus Machine: A Comparative Analysis in Detecting Artificial Intelligence-Generated Images
inferred← citeshttps://doi.org/10.1111/1556-4029.70497openalex-snapshot
A multimodal artificial intelligence framework for digital forensics
inferred← citeshttps://doi.org/10.1145/3760260openalex-snapshot
RDIAS: Robust and Decentralized Image Authentication System
inferred← citeshttps://doi.org/10.1186/s13635-025-00217-3openalex-snapshot
ASTDT: an Interpretable Adaptive Spectro-Temporal Diffusion Transformer for audio deepfake detection
inferred← citeshttps://doi.org/10.1561/3300000048openalex-snapshot
Navigating the Soundscape of Deception: A Comprehensive Survey on Audio Deepfake Generation, Detection, and Future Horizons
inferred← citeshttps://doi.org/10.32604/cmc.2025.061427openalex-snapshot
A Contemporary and Comprehensive Bibliometric Exposition on Deepfake Research and Trends
inferred← citeshttps://doi.org/10.3390/e25020362openalex-snapshot
Efficient Equality Test on Identity-Based Ciphertexts Supporting Flexible Authorization
inferred← citeshttps://doi.org/10.3390/math11112420openalex-snapshot
Artificial Intelligence and Information Processing: A Systematic Literature Review
inferred← citeshttps://doi.org/10.3390/math11214537openalex-snapshot
General Image Manipulation Detection Using Feature Engineering and a Deep Feed-Forward Neural Network
inferred← citeshttps://doi.org/10.65237/2336-3630-2026-1(2)-17openalex-snapshot
ДОКАЗООРІЄНТОВАНИЙ ЗАХИСТ ПРАВ ІНТЕЛЕКТУАЛЬНОЇ ВЛАСНОСТІ НА МУЛЬТИМЕДІЙНІ ДАНІ В ЕПОХУ КОНТЕНТУ, ЗГЕНЕРОВАНОГО ШІ
inferred← citeshttps://doi.org/10.7717/peerj-cs.841openalex-snapshot
A forensic-driven data model for automatic vehicles events analysis
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