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Detecting Malicious False Frame Injection Attacks on Surveillance Systems at the Edge Using Electrical Network Frequency Signals

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What this work says

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

inferredcites →https://doi.org/10.1007/978-1-4614-3501-3_3openalex-snapshot
Forgery Detection for Surveillance Video
inferredcites →https://doi.org/10.1007/978-3-319-25512-5_3openalex-snapshot
Detection of Frame Duplication Type of Forgery in Digital Video Using Sub-block Based Features
inferredcites →https://doi.org/10.1017/atsip.2012.2openalex-snapshot
An overview on video forensics
inferredcites →https://doi.org/10.1049/iet-ipr.2016.0321openalex-snapshot
Frame duplication/mirroring detection method with binary features
inferredcites →https://doi.org/10.1109/cic.2018.00042openalex-snapshot
Smart Surveillance as an Edge Network Service: From Harr-Cascade, SVM to a Lightweight CNN
inferredcites →https://doi.org/10.1109/cvpr.2005.177openalex-snapshot
Histograms of Oriented Gradients for Human Detection
inferredcites →https://doi.org/10.1109/edge.2018.00025openalex-snapshot
Real-Time Human Detection as an Edge Service Enabled by a Lightweight CNN
inferredcites →https://doi.org/10.1109/icc.2018.8422970openalex-snapshot
Real-Time Human Objects Tracking for Smart Surveillance at the Edge
inferredcites →https://doi.org/10.1109/icicict1.2017.8342567openalex-snapshot
Exploring electric network frequency for joint audio-visual synchronization and multimedia authentication
inferredcites →https://doi.org/10.1109/icics.2003.1292637openalex-snapshot
Smart surveillance: applications, technologies and implications
inferredcites →https://doi.org/10.1109/icip.2014.7026086openalex-snapshot
Exploiting rolling shutter for ENF signal extraction from video
inferredcites →https://doi.org/10.1109/imf.2014.14openalex-snapshot
The Humming Hum: Background Noise as a Carrier of ENF Artifacts in Mobile Device Audio Recordings
inferredcites →https://doi.org/10.1109/isc2.2018.8656668openalex-snapshot
Real-Time Index Authentication for Event-Oriented Surveillance Video Query using Blockchain
inferredcites →https://doi.org/10.1109/isc2.2018.8656968openalex-snapshot
A Microservice-enabled Architecture for Smart Surveillance using Blockchain Technology
inferredcites →https://doi.org/10.1109/isias.2014.7064616openalex-snapshot
Passive video forgery detection techniques: A survey
inferredcites →https://doi.org/10.1109/lsp.2013.2272523openalex-snapshot
Spectrum Combining for ENF Signal Estimation
inferredcites →https://doi.org/10.1109/lsp.2017.2741440openalex-snapshot
Detecting the Presence of ENF Signal in Digital Videos: A Superpixel-Based Approach
inferredcites →https://doi.org/10.1109/naecon.2009.5426610openalex-snapshot
NAECON08 grand challenge entry using the belief filter in audio-video track and ID fusion
inferredcites →https://doi.org/10.1109/sec.2016.25openalex-snapshot
Poster Abstract: Smart Urban Surveillance Using Fog Computing
inferredcites →https://doi.org/10.1109/tifs.2010.2051270openalex-snapshot
Audio Authenticity: Detecting ENF Discontinuity With High Precision Phase Analysis
inferredcites →https://doi.org/10.1109/tifs.2012.2197391openalex-snapshot
ENF Extraction From Digital Recordings Using Adaptive Techniques and Frequency Tracking
inferredcites →https://doi.org/10.1109/tifs.2013.2253462openalex-snapshot
Electrical Network Frequency (ENF) Maximum-Likelihood Estimation Via a Multitone Harmonic Model
inferredcites →https://doi.org/10.1109/tifs.2013.2272217openalex-snapshot
“Seeing” ENF: Power-Signature-Based Timestamp for Digital Multimedia via Optical Sensing and Signal Processing
inferredcites →https://doi.org/10.1109/tifs.2016.2516824openalex-snapshot
Audio Authentication by Exploring the Absolute-Error-Map of ENF Signals
inferredcites →https://doi.org/10.1109/tifs.2018.2837645openalex-snapshot
Factors Affecting ENF Capture in Audio
inferredcites →https://doi.org/10.1111/1556-4029.13658openalex-snapshot
Authentication of Surveillance Videos: Detecting Frame Duplication Based on Residual Frame
inferredcites →https://doi.org/10.1117/12.2519005openalex-snapshot
A study on smart online frame forging attacks against Video Surveillance System
inferredcites →https://doi.org/10.1117/3.2316455openalex-snapshot
Multispectral Image Fusion and Colorization
inferredcites →https://doi.org/10.1145/1288869.1288876openalex-snapshot
Exposing digital forgeries in video by detecting duplication
inferredcites →https://doi.org/10.1145/2072298.2072303openalex-snapshot
"Seeing" ENF
inferredcites →https://doi.org/10.1145/2995289.2995290openalex-snapshot
Security of CCTV and Video Surveillance Systems
inferredcites →https://doi.org/10.48550/arxiv.1503.00843openalex-snapshot
A Survey On Video Forgery Detection

What points at this work

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

inferred← citeshttps://doi.org/10.1007/978-3-030-31129-2_83openalex-snapshot
Cyber Security Risks in MENA Region: Threats, Challenges and Countermeasures
inferred← citeshttps://doi.org/10.1007/978-3-031-87784-1_41openalex-snapshot
Detecting Manipulated Digital Entities Through Real-World Anchors
inferred← citeshttps://doi.org/10.1007/s00521-024-10558-8openalex-snapshot
Hybrid deep learning and machine learning approach for detecting spatial and temporal forgeries in videos
inferred← citeshttps://doi.org/10.1007/s11042-022-13100-xopenalex-snapshot
Emergence of deepfakes and video tampering detection approaches: A survey
inferred← citeshttps://doi.org/10.1016/j.fsisyn.2022.100309openalex-snapshot
Interpol review of forensic video analysis, 2019–2022
inferred← citeshttps://doi.org/10.1109/aixvr59861.2024.00010openalex-snapshot
Stealthy and Practical Multi-modal Attacks on Mixed Reality Tracking
inferred← citeshttps://doi.org/10.1109/cai68641.2026.11536295openalex-snapshot
Detection of Dynamic Frame Alteration in IoT Video Streams
inferred← citeshttps://doi.org/10.1109/ccnc51664.2024.10454640openalex-snapshot
Authenticating AI-Generated Social Media Images Using Frequency Domain Analysis
inferred← citeshttps://doi.org/10.1109/csr57506.2023.10224938openalex-snapshot
How to secure the IoT-based surveillance systems in an ELEGANT way
inferred← citeshttps://doi.org/10.1109/hpcc-smartcity-dss50907.2020.00146openalex-snapshot
Collaborative Multi-Object Tracking as an Edge Service using Transfer Learning
inferred← citeshttps://doi.org/10.1109/icc52391.2025.11161380openalex-snapshot
Secure Avatars via Environmental Fingerprints for Virtual Health Monitoring Services
inferred← citeshttps://doi.org/10.1109/mce.2021.3062564openalex-snapshot
Decentralized Video Input Authentication as an Edge Service for Smart Cities
inferred← citeshttps://doi.org/10.1109/mitp.2022.3172653openalex-snapshot
DeFakePro: Decentralized Deepfake Attacks Detection Using ENF Authentication
inferred← citeshttps://doi.org/10.1109/mmsp53017.2021.9733503openalex-snapshot
DeFake: Decentralized ENF-Consensus Based DeepFake Detection in Video Conferencing
inferred← citeshttps://doi.org/10.1109/mmsp55362.2022.9949315openalex-snapshot
Robustness of Electrical Network Frequency Signals as a Fingerprint for Digital Media Authentication
inferred← citeshttps://doi.org/10.1109/naecon58068.2023.10365792openalex-snapshot
Application of Electrical Network Frequency as an Entropy Generator in Distributed Systems
inferred← citeshttps://doi.org/10.1109/pais62114.2024.10541235openalex-snapshot
Blockchain-Driven Adaptive Streaming for IoT: Redefining Security in Video Delivery
inferred← citeshttps://doi.org/10.1109/percomworkshops65533.2025.00097openalex-snapshot
Securing Smart Grid Digital Twins via Real-World ENF Anchors Against Deepfake Attacks
inferred← citeshttps://doi.org/10.1109/sasi-ite58663.2024.00014openalex-snapshot
Securing Smart Cities: AI-Driven Video Injection Attack Detection for Enhanced Urban Surveillance
inferred← citeshttps://doi.org/10.1117/12.3013456openalex-snapshot
A lightweight deep learning model for rapid detection of fabricated ENF signals from audio sources
inferred← citeshttps://doi.org/10.1145/3485730.3493684openalex-snapshot
Detecting Compromised Edge Smart Cameras using Lightweight Environmental Fingerprint Consensus
inferred← citeshttps://doi.org/10.14500/aro.11603openalex-snapshot
Graphical User Authentication Algorithms Based on Recognition
inferred← citeshttps://doi.org/10.14801/jkiit.2019.17.10.101openalex-snapshot
CCTV Video Privacy Protection Scheme Based on Edge Blockchain
inferred← citeshttps://doi.org/10.3390/electronics13153042openalex-snapshot
A Survey: Security Vulnerabilities and Protective Strategies for Graphical Passwords
inferred← citeshttps://doi.org/10.3390/electronics14010149openalex-snapshot
Cyberthreats and Security Measures in Drone-Assisted Agriculture
inferred← citeshttps://doi.org/10.3390/fi13100248openalex-snapshot
EconLedger: A Proof-of-ENF Consensus Based Lightweight Distributed Ledger for IoVT Networks
inferred← citeshttps://doi.org/10.3390/fi14050125openalex-snapshot
Deterring Deepfake Attacks with an Electrical Network Frequency Fingerprints Approach
inferred← citeshttps://doi.org/10.3390/jimaging7100202openalex-snapshot
An Automated Approach for Electric Network Frequency Estimation in Static and Non-Static Digital Video Recordings
inferred← citeshttps://doi.org/10.3390/s25102969openalex-snapshot
ANCHOR-Grid: Authenticating Smart Grid Digital Twins Using Real-World Anchors
inferred← citeshttps://doi.org/10.3390/smartcities3030047openalex-snapshot
BlendSPS: A BLockchain-ENabled Decentralized Smart Public Safety System
inferred← citeshttps://doi.org/10.4108/eai.4-2-2021.168648openalex-snapshot
Authenticating Video Feeds using Electric Network Frequency Estimation at the Edge
inferred← citeshttps://doi.org/10.5772/intechopen.100777openalex-snapshot
Intelligent Video Surveillance - New Perspectives
inferred← citeshttps://doi.org/10.5772/intechopen.105958openalex-snapshot
Evolution of Attacks on Intelligent Surveillance Systems and Effective Detection Techniques
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