Personal information

Emails & domains

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Lab Website
Google Scholar

Other IDs

SciProfiles: 1903675
Scopus Author ID: 57221318180

Keywords

Deep Learning, Autonomous Driving Systems, Cyber-Physical Systems, Safety Analysis, Autoencoders, AI Testing, Machine Learnin, Deep Neural Networks, Hazard Analysis, Software Testing, Robustness, Reliability, Generative Adversarial Neural Networks, Software Quality Assurance, AI security

Countries

South Korea

Biography

I am currently engaged in a Ph.D. program within the field of Artificial Intelligence, where I specialize in deep learning applications for autonomous driving. My research and studies are centered around AI testing, Safe AI, Robustness, Safety Analysis, and Cyber-Physical Systems. I am deeply passionate about advancing state-of-the-art AI technology while maintaining a strong focus on safety and reliability, particularly in the seamless integration of digital and physical environments.

Activities

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Employment (2)

Ghulam Ishaq Khan Institute of Engineering Sciences and Technology: Topi, PK

2019-09-22 to 2020-02-15 | Software Developer
Employment
Source: Self-asserted source
Manzoor Hussain

Syntax Solution Islamabad: Islamabad, PK

2017-06-01 to 2017-12-31 | Internee (Mobile Application Development)
Employment
Source: Self-asserted source
Manzoor Hussain

Education and qualifications (2)

Chungbuk National University: Cheongju-si, KR

2020-03-15 to present | MS-PhD Computer Science (Computer Science)
Education
Source: Self-asserted source
Manzoor Hussain

University of Azad Jammu and Kashmir: Muzaffarabad, PK

2013-09-15 to 2017-12-15 | BS Software Engineering (Software Engineering)
Education
Source: Self-asserted source
Manzoor Hussain

Professional activities (1)

Chungbuk National University: Cheongju-si, KR

2020-03-01 | BK21 Scholarship (Computer Science)
Distinction
Source: Self-asserted source
Manzoor Hussain

Works (16)

Adaptive precision layering for efficient adversarial training of deep learning models in intelligent vehicles

Expert Systems with Applications
2025-05 | Journal article
DOI: 10.1016/j.eswa.2025.126752
Contributors: Manzoor Hussain; Zhengyu Shang; Jang-Eui Hong
Source: check_circle
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Deep learning adversarial attacks and defenses in autonomous vehicles: a systematic literature review from a safety perspective

Artificial Intelligence Review
2024 | Journal article
DOI: 10.1007/S10462-024-11014-8
WOSUID: WOS:001365464200003
Contributors: Ibrahum, Ahmed Dawod Mohammed; Hussain, Manzoor; Hong, Jang-Eui
Source: check_circle
Web of Science Researcher Profile Sync

Evaluating and Improving Adversarial Robustness of Deep Learning Models for Intelligent Vehicle Safety

IEEE Transactions on Reliability
2024 | Journal article
DOI: 10.1109/TR.2024.3458805
Contributors: Manzoor Hussain; Jang-Eui Hong
Source: check_circle
Crossref

How Reliable are the Deep Learning-based Anomaly Detectors? A Comprehensive Reliability Analysis of Autoencoder-based Anomaly Detectors

International Conference on Ubiquitous and Future Networks, ICUFN
2023 | Conference paper
DOI: 10.1109/ICUFN57995.2023.10199315
EID:

2-s2.0-85169292997

Part of ISSN: 21658536 21658528
Contributors: Hussain, M.; Suh, J.-W.; Seo, B.-S.; Hong, J.-E.
Source: Self-asserted source
Manzoor Hussain via Scopus - Elsevier

Securing Safety in Collaborative Cyber-Physical Systems through Fault Criticality Analysis

ArXiv
2023 | Journal article
DOI: 10.3745/KTSDE.2021.10.8.287
WOSUID: PPRN:46067114
Contributors: Hussain, Manzoor; Ali, Nazakat; Hong, Jang-Eui
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Reconstruction-Based Adversarial Attack Detection in Vision-Based Autonomous Driving Systems

Machine Learning and Knowledge Extraction
2023-11-07 | Journal article | Author
DOI: 10.3390/make5040080
Part of ISSN: 2504-4990
Contributors: Manzoor Hussain; Jang-Eui Hong
Source: Self-asserted source
Manzoor Hussain
grade
Preferred source (of 3)‎

Enforcing Safety in Cooperative Perception of Autonomous Driving Systems through Logistic Chaos Map-based End-to-End Encryption

2022 16th International Conference on Open Source Systems and Technologies, ICOSST 2022 - Proceedings
2022 | Conference paper
DOI: 10.1109/ICOSST57195.2022.10016879
EID:

2-s2.0-85147684386
Contributors: Hussain, M.; Hong, J.-E.
Source: Self-asserted source
Manzoor Hussain via Scopus - Elsevier

Evaluating Correctness of Reinforcement Learning based on Actor-Critic Algorithm

Eighth International Conference on Ubiquitous and Future Networks (ICUFN)
2022 | Conference paper
DOI: 10.1109/ICUFN55119.2022.9829571
WOSUID: WOS:000855059600065
Contributors: Kim, Youngjae; Hussain, Manzoor; Suh, Jae-Won; Hong, Jang-Eui
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Vision beyond the Field-of-View: A Collaborative Perception System to Improve Safety of Intelligent Cyber-Physical Systems

Sensors
2022-09-01 | Journal article
DOI: 10.3390/s22176610
Contributors: Manzoor Hussain; Nazakat Ali; Jang-Eui Hong
Source: check_circle
Crossref
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SafeSoCPS: A Composite Safety Analysis Approach for System of Cyber-Physical Systems

Sensors
2022-06-13 | Journal article
DOI: 10.3390/s22124474
Contributors: Nazakat Ali; Manzoor Hussain; Jang-Eui Hong
Source: check_circle
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DeepGuard: a framework for safeguarding autonomous driving systems from inconsistent behaviour

Automated Software Engineering
2022-05 | Journal article
DOI: 10.1007/s10515-021-00310-0
Contributors: Manzoor Hussain; Nazakat Ali; Jang-Eui Hong
Source: check_circle
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DeepGuard: A Framework for Safeguarding Autonomous Driving Systems from Inconsistent Behaviours

arXiv
2021 | Other
DOI: 10.48550/arxiv.2111.09533
EID:

2-s2.0-85171072415

Part of ISSN: 23318422
Contributors: Hussain, M.; Ali, N.; Eui-Hong, J.
Source: Self-asserted source
Manzoor Hussain via Scopus - Elsevier

Fault-Tolerance by Resilient State Transition for Collaborative Cyber-Physical Systems

Mathematics
2021-11-10 | Journal article
DOI: 10.3390/math9222851
Contributors: Nazakat Ali; Manzoor Hussain; Jang-Eui Hong
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A generic framework for capturing reliability in cyber physical systems

arXiv
2020 | Other
DOI: 10.48550/arxiv.2010.05490
EID:

2-s2.0-85170925961

Part of ISSN: 23318422
Contributors: Ali, N.; Hussain, M.; Kim, Y.; Hong, J.E.
Source: Self-asserted source
Manzoor Hussain via Scopus - Elsevier

A Generic Framework for Capturing Reliability in Cyber-Physical Systems

ACM International Conference Proceeding Series
2020 | Conference paper
DOI: 10.1145/3393822.3432331
EID:

2-s2.0-85099370311
Contributors: Ali, N.; Hussain, M.; Kim, Y.; Hong, J.-E.
Source: Self-asserted source
Manzoor Hussain via Scopus - Elsevier

Analyzing Safety of Collaborative Cyber-Physical Systems Considering Variability

IEEE Access
2020 | Journal article
DOI: 10.1109/ACCESS.2020.3021460
Contributors: Nazakat Ali; Manzoor Hussain; Jang-Eui Hong
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Crossref
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Peer review (13 reviews for 5 publications/grants)

Review activity for IEEE access : (2)
Review activity for IEEE internet of things journal. (3)
Review activity for International journal of human-computer interaction. (2)
Review activity for Ocean engineering. (1)
Review activity for SAE international journal of connected and automated vehicles. (5)
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