A Multi-Scale Isolation Forest Approach for Real-Time Detection and Filtering of FGSM Adversarial Attacks in Video Streams of Autonomous Vehicles
Fuente:
arXiv
Saved in:
| Main Authors: | Abhulimhen, Richard, Begashaw, Negash, Comert, Gurcan, Zhao, Chunheng, Pisu, Pierluigi |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Causal Interpretability for Adversarial Robustness: A Hybrid Generative Classification Approach
by: Zhao, Chunheng, et al.
Published: (2024)
by: Zhao, Chunheng, et al.
Published: (2024)
An Anomaly Detection System Based on Generative Classifiers for Controller Area Network
by: Zhao, Chunheng, et al.
Published: (2024)
by: Zhao, Chunheng, et al.
Published: (2024)
Robust Image Classification: Defensive Strategies against FGSM and PGD Adversarial Attacks
by: Waghela, Hetvi, et al.
Published: (2024)
by: Waghela, Hetvi, et al.
Published: (2024)
Quantum Computing Supported Adversarial Attack-Resilient Autonomous Vehicle Perception Module for Traffic Sign Classification
by: Majumder, Reek, et al.
Published: (2025)
by: Majumder, Reek, et al.
Published: (2025)
Quantum Adversarial Machine Learning and Defense Strategies: Challenges and Opportunities
by: Yocam, Eric, et al.
Published: (2024)
by: Yocam, Eric, et al.
Published: (2024)
Integrated Simulation Framework for Adversarial Attacks on Autonomous Vehicles
by: Anagnostopoulos, Christos, et al.
Published: (2025)
by: Anagnostopoulos, Christos, et al.
Published: (2025)
Exploring Secure Machine Learning Through Payload Injection and FGSM Attacks on ResNet-50
by: Yadav, Umesh, et al.
Published: (2025)
by: Yadav, Umesh, et al.
Published: (2025)
Evaluating Adversarial Robustness: A Comparison Of FGSM, Carlini-Wagner Attacks, And The Role of Distillation as Defense Mechanism
by: Sarkar, Trilokesh Ranjan, et al.
Published: (2024)
by: Sarkar, Trilokesh Ranjan, et al.
Published: (2024)
An AI-Enabled Side Channel Power Analysis Based Hardware Trojan Detection Method for Securing the Integrated Circuits in Cyber-Physical Systems
by: Puspa, Sefatun-Noor, et al.
Published: (2024)
by: Puspa, Sefatun-Noor, et al.
Published: (2024)
An Assessment of the Overlooked Dangers of Template Engines
by: Pisu, Lorenzo, et al.
Published: (2024)
by: Pisu, Lorenzo, et al.
Published: (2024)
Impact Analysis of Inference Time Attack of Perception Sensors on Autonomous Vehicles
by: Chen, Hanlin, et al.
Published: (2025)
by: Chen, Hanlin, et al.
Published: (2025)
A Real-Time Approach to Autonomous CAN Bus Reverse Engineering
by: Setterstrom, Kevin, et al.
Published: (2026)
by: Setterstrom, Kevin, et al.
Published: (2026)
INTARG: Informed Real-Time Adversarial Attack Generation for Time-Series Regression
by: Tokgoz, Gamze Kirman, et al.
Published: (2026)
by: Tokgoz, Gamze Kirman, et al.
Published: (2026)
An Analysis of Modern Web Security Vulnerabilities Inside WebAssembly Applications
by: Corrias, Lorenzo, et al.
Published: (2026)
by: Corrias, Lorenzo, et al.
Published: (2026)
Discovering New Shadow Patterns for Black-Box Attacks on Lane Detection of Autonomous Vehicles
by: MohajerAnsari, Pedram, et al.
Published: (2024)
by: MohajerAnsari, Pedram, et al.
Published: (2024)
A Comprehensive Analysis of Adversarial Attacks against Spam Filters
by: Hotoğlu, Esra, et al.
Published: (2025)
by: Hotoğlu, Esra, et al.
Published: (2025)
Revisiting Adversarial Perception Attacks and Defense Methods on Autonomous Driving Systems
by: Chen, Cheng, et al.
Published: (2025)
by: Chen, Cheng, et al.
Published: (2025)
Mitigation of Camouflaged Adversarial Attacks in Autonomous Vehicles--A Case Study Using CARLA Simulator
by: Martinez, Yago Romano, et al.
Published: (2025)
by: Martinez, Yago Romano, et al.
Published: (2025)
AI-Powered Anomaly Detection with Blockchain for Real-Time Security and Reliability in Autonomous Vehicles
by: Shit, Rathin Chandra, et al.
Published: (2025)
by: Shit, Rathin Chandra, et al.
Published: (2025)
SCART: Simulation of Cyber Attacks for Real-Time
by: Rahimi, Eliron, et al.
Published: (2023)
by: Rahimi, Eliron, et al.
Published: (2023)
Zero-Day Botnet Attack Detection in IoV: A Modular Approach Using Isolation Forests and Particle Swarm Optimization
by: Korba, Abdelaziz Amara, et al.
Published: (2025)
by: Korba, Abdelaziz Amara, et al.
Published: (2025)
Optimal Transport-Guided Adversarial Attacks on Graph Neural Network-Based Bot Detection
by: Mukherjee, Kunal, et al.
Published: (2026)
by: Mukherjee, Kunal, et al.
Published: (2026)
The Nonlinear Filter Model of Stream Cipher Redivivus
by: Carlet, Claude, et al.
Published: (2025)
by: Carlet, Claude, et al.
Published: (2025)
GPS-IDS: An Anomaly-based GPS Spoofing Attack Detection Framework for Autonomous Vehicles
by: Abrar, Murad Mehrab, et al.
Published: (2024)
by: Abrar, Murad Mehrab, et al.
Published: (2024)
SoK: How Sensor Attacks Disrupt Autonomous Vehicles: An End-to-end Analysis, Challenges, and Missed Threats
by: Zhang, Qingzhao, et al.
Published: (2025)
by: Zhang, Qingzhao, et al.
Published: (2025)
Scalable Hierarchical AI-Blockchain Framework for Real-Time Anomaly Detection in Large-Scale Autonomous Vehicle Networks
by: Shit, Rathin Chandra, et al.
Published: (2025)
by: Shit, Rathin Chandra, et al.
Published: (2025)
Unveiling the Stealthy Threat: Analyzing Slow Drift GPS Spoofing Attacks for Autonomous Vehicles in Urban Environments and Enabling the Resilience
by: Dasgupta, Sagar, et al.
Published: (2024)
by: Dasgupta, Sagar, et al.
Published: (2024)
Temporal Logic-Based Multi-Vehicle Backdoor Attacks against Offline RL Agents in End-to-end Autonomous Driving
by: Chen, Xuan, et al.
Published: (2025)
by: Chen, Xuan, et al.
Published: (2025)
AndroWasm: an Empirical Study on Android Malware Obfuscation through WebAssembly
by: Soi, Diego, et al.
Published: (2026)
by: Soi, Diego, et al.
Published: (2026)
Privacy Leaks by Adversaries: Adversarial Iterations for Membership Inference Attack
by: Xue, Jing, et al.
Published: (2025)
by: Xue, Jing, et al.
Published: (2025)
TimeTravel: Real-time Timing Drift Attack on System Time Using Acoustic Waves
by: Liu, Jianshuo, et al.
Published: (2024)
by: Liu, Jianshuo, et al.
Published: (2024)
Towards Imperceptible Adversarial Attacks for Time Series Classification with Local Perturbations and Frequency Analysis
by: Gu, Wenwei, et al.
Published: (2025)
by: Gu, Wenwei, et al.
Published: (2025)
Time-Frequency Jointed Imperceptible Adversarial Attack to Brainprint Recognition with Deep Learning Models
by: Yi, Hangjie, et al.
Published: (2024)
by: Yi, Hangjie, et al.
Published: (2024)
A Taxonomy of System-Level Attacks on Deep Learning Models in Autonomous Vehicles
by: Tehrani, Masoud Jamshidiyan, et al.
Published: (2024)
by: Tehrani, Masoud Jamshidiyan, et al.
Published: (2024)
Real-World Adversarial Attacks on RF-Based Drone Detectors
by: Gazit, Omer, et al.
Published: (2025)
by: Gazit, Omer, et al.
Published: (2025)
SwitchPatch: Physical Adversarial Attack Strategy with Switchable Adversarial Objectives
by: Jiang, Hanrui, et al.
Published: (2025)
by: Jiang, Hanrui, et al.
Published: (2025)
Isolate Trigger: Detecting and Eliminating Adaptive Backdoor Attacks
by: Sun, Chengrui, et al.
Published: (2025)
by: Sun, Chengrui, et al.
Published: (2025)
Quantization Aware Attack: Enhancing Transferable Adversarial Attacks by Model Quantization
by: Yang, Yulong, et al.
Published: (2023)
by: Yang, Yulong, et al.
Published: (2023)
Obfuscating Code Vulnerabilities against Static Analysis in JavaScript Code
by: Pagano, Francesco, et al.
Published: (2026)
by: Pagano, Francesco, et al.
Published: (2026)
Security and Resilience in Autonomous Vehicles: A Proactive Design Approach
by: Tsai, Chieh, et al.
Published: (2026)
by: Tsai, Chieh, et al.
Published: (2026)
Similar Items
-
Causal Interpretability for Adversarial Robustness: A Hybrid Generative Classification Approach
by: Zhao, Chunheng, et al.
Published: (2024) -
An Anomaly Detection System Based on Generative Classifiers for Controller Area Network
by: Zhao, Chunheng, et al.
Published: (2024) -
Robust Image Classification: Defensive Strategies against FGSM and PGD Adversarial Attacks
by: Waghela, Hetvi, et al.
Published: (2024) -
Quantum Computing Supported Adversarial Attack-Resilient Autonomous Vehicle Perception Module for Traffic Sign Classification
by: Majumder, Reek, et al.
Published: (2025) -
Quantum Adversarial Machine Learning and Defense Strategies: Challenges and Opportunities
by: Yocam, Eric, et al.
Published: (2024)