Personal information

Verified email domains

Deepfake Detection, Anomaly Detection, Time Series Forecasting, GANs
South Korea, Pakistan

Activities

Employment (2)

CSIRO: Epping, AU

Employment
Source: check_circle
CSIRO

CSIRO Marsfield: Marsfield, NSW, AU

2022-04 to present
Employment
Source: Self-asserted source
Shahroz Tariq

Education and qualifications (5)

Sungkyunkwan University - Natural Sciences Campus: Suwon, Gyeonggi-do, KR

2019-09-01 to 2022-02-16 | PhD (Computer Science & Engineering)
Qualification
Source: Self-asserted source
Shahroz Tariq

The State University of New York (SUNY): Incheon, KR

2017-08-28 to 2019-08-31 | PhD (Computer Science)
Education
Source: Self-asserted source
Shahroz Tariq

Stony Brook University: Stony Brook, NY, US

2017-08-28 to 2019-08-31 | PhD (Computer Science)
Education
Source: Self-asserted source
Shahroz Tariq

Samgmyung University: Cheonan, Chungcheongnam-do, KR

2015-09-01 to 2017-08-23 | Masters (Computer Science)
Education
Source: Self-asserted source
Shahroz Tariq

National University of Computer and Emerging Sciences: Islamabad, PK

2010-08-01 to 2014-06-18 | Bachelors (Computer Science)
Education
Source: Self-asserted source
Shahroz Tariq

Works (36)

Bridging Optimal Transport and Jacobian Regularization by Optimal Trajectory for Enhanced Adversarial Defense

2025 | Book chapter
Contributors: Binh M. Le; Shahroz Tariq; Simon S. Woo
Source: check_circle
Crossref

Bridging Optimal Transport and Jacobian Regularization by Optimal Trajectory for Enhanced Adversarial Defense

2024-12-01 | Conference paper
Contributors: M. Le, Binh; Shahroz Tariq; S. Woo, Simon
Source: check_circle
CSIRO

Exploring the Impact of Moire Pattern on Deepfake Detectors

2024-10-27 | Conference paper
Contributors: Tariq, Razaib; Shahroz Tariq; Woo, Simon S.
Source: check_circle
CSIRO

Towards Human-AI Teaming to Mitigate Alert Fatigue in Security Operations Centres

2024-07-15 | Journal article
Contributors: Mohan Baruwal Chhetri; Shahroz Tariq; Ronal Singh; Jalalvand, Fatemeh; Cecile Paris; Surya Nepal
Source: check_circle
CSIRO
grade
Preferred source (of 2)‎

Anomaly and Novelty detection for Satellite and Drone systems (ANSD '23)

2023-10-21 | Conference paper
Contributors: Shahroz Tariq; Daewon Chung; Simon Woo; Youjin Shin
Source: check_circle
Crossref

Towards understanding deepfake videos in the wild

2023-10-21 | Conference paper
Contributors: Cho, Beomsang; Le, Binh; Kim, Jiwon; Woo, Simon S.; Shahroz Tariq; Sharif Abuadbba; Moore, Kristen
Source: check_circle
CSIRO

Deepfake in the Metaverse: Security Implications for Virtual Gaming, Meetings, and Offices

2023-07-10 | Conference paper
Contributors: Shahroz Tariq; Alsharif Abuadbba; Kristen Moore
Source: check_circle
Crossref

Why Do Facial Deepfake Detectors Fail?

2023-07-10 | Conference paper
Contributors: Binh Le; Shahroz Tariq; Alsharif Abuadbba; Kristen Moore; Simon Woo
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

Evaluating Trustworthiness and Racial Bias in Face Recognition APIs Using Deepfakes

Computer
2023-05 | Journal article
Contributors: Shahroz Tariq; Sowon Jeon; Simon S. Woo
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

Distance adaptive graph convolutional gated network-based smart air quality monitoring and health risk prediction in sensor-devoid urban areas

Sustainable Cities and Society
2023-04 | Journal article
Contributors: Shahzeb Tariq; Shahroz Tariq; SangYoun Kim; Simon S. Woo; ChangKyoo Yoo
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

A Survey of Deep Learning-Based Object Detection Methods and Datasets for Overhead Imagery

IEEE Access
2022 | Journal article
Part of ISSN: 2169-3536
Contributors: Junhyung Kang; Shahroz Tariq; Han Oh; Simon S. Woo
Source: Self-asserted source
Shahroz Tariq via Crossref Metadata Search

Towards an Awareness of Time Series Anomaly Detection Models’ Adversarial Vulnerability

2022-10-17 | Conference paper
Contributors: Shahroz Tariq; Le, Binh M.; Woo, Simon S.
Source: check_circle
CSIRO

WDC'22

Proceedings of the 2022 ACM on Asia Conference on Computer and Communications Security
2022-05 | Other
Contributors: Simon S. Woo; Shahroz Tariq; Hyoungshick Kim
Source: Self-asserted source
Shahroz Tariq via Crossref Metadata Search

PTD

Proceedings of the 37th ACM/SIGAPP Symposium on Applied Computing
2022-05-06 | Other
Contributors: Jeongho Kim; Shahroz Tariq; Simon S. Woo
Source: Self-asserted source
Shahroz Tariq via Crossref Metadata Search

Am I a Real or Fake Celebrity? Evaluating Face Recognition and Verification APIs under Deepfake Impersonation Attack

Proceedings of the ACM Web Conference 2022
2022-04 | Other
Contributors: Shahroz Tariq; Sowon Jeon; Simon S. Woo
Source: Self-asserted source
Shahroz Tariq via Crossref Metadata Search

ORVAE: One-Class Residual Variational Autoencoder for Voice Activity Detection in Noisy Environment

Neural Processing Letters
2022-01-03 | Journal article
Part of ISSN: 1370-4621
Contributors: Hasam Khalid; Shahroz Tariq; TaeSoo Kim; Jong Hwan Ko; Simon S. Woo
Source: Self-asserted source
Shahroz Tariq via Crossref Metadata Search

Am i a real or fake celebrity? Measuring commercial face recognition web APIs under deepfake impersonation attack

arXiv
2021 | Other
EID:

2-s2.0-85103288400

Part of ISSN: 23318422
Contributors: Tariq, S.; Jeon, S.; Woo, S.S.
Source: Self-asserted source
Shahroz Tariq via Scopus - Elsevier

CoReD: Generalizing fake media detection with continual representation using distillation

arXiv
2021 | Other
EID:

2-s2.0-85111221487

Part of ISSN: 23318422
Contributors: Kim, M.; Tariq, S.; Woo, S.S.
Source: Self-asserted source
Shahroz Tariq via Scopus - Elsevier
grade
Preferred source (of 3)‎

Detecting handcrafted facial image manipulations and GAN-generated facial images using Shallow-FakeFaceNet

Applied Soft Computing
2021 | Journal article
EID:

2-s2.0-85102968256

Part of ISSN: 15684946
Contributors: Lee, S.; Tariq, S.; Shin, Y.; Woo, S.S.
Source: Self-asserted source
Shahroz Tariq via Scopus - Elsevier

Evaluation of an audio-video multimodal deepfake dataset using unimodal and multimodal detectors

arXiv
2021 | Other
EID:

2-s2.0-85115381613

Part of ISSN: 23318422
Contributors: Khalid, H.; Kim, M.; Tariq, S.; Woo, S.S.
Source: Self-asserted source
Shahroz Tariq via Scopus - Elsevier
grade
Preferred source (of 3)‎

FakeAVCeleb: A novel audio-video multimodal deepfake dataset

arXiv
2021 | Other
EID:

2-s2.0-85117265074

Part of ISSN: 23318422
Contributors: Khalid, H.; Tariq, S.; Kim, M.; Woo, S.S.
Source: Self-asserted source
Shahroz Tariq via Scopus - Elsevier

FReTAL: Generalizing deepfake detection using knowledge distillation and representation learning

arXiv
2021 | Other
EID:

2-s2.0-85108370276

Part of ISSN: 23318422
Contributors: Kim, M.; Tariq, S.; Woo, S.S.
Source: Self-asserted source
Shahroz Tariq via Scopus - Elsevier
grade
Preferred source (of 4)‎

One detector to rule them all: Towards a general deepfake attack detection framework

arXiv
2021 | Other
EID:

2-s2.0-85107678848

Part of ISSN: 23318422
Contributors: Tariq, S.; Lee, S.; Woo, S.S.
Source: Self-asserted source
Shahroz Tariq via Scopus - Elsevier
grade
Preferred source (of 4)‎

TAR: Generalized forensic framework to detect deepfakes using weakly supervised learning

arXiv
2021 | Other
EID:

2-s2.0-85108241865

Part of ISSN: 23318422
Contributors: Lee, S.; Tariq, S.; Kim, J.; Woo, S.S.
Source: Self-asserted source
Shahroz Tariq via Scopus - Elsevier

TAR: Generalized Forensic Framework to Detect Deepfakes Using Weakly Supervised Learning

IFIP Advances in Information and Communication Technology
2021 | Book
EID:

2-s2.0-85108315328

Part of ISSN: 1868422X 18684238
Contributors: Lee, S.; Tariq, S.; Kim, J.; Woo, S.S.
Source: Self-asserted source
Shahroz Tariq via Scopus - Elsevier

A convolutional LSTM based residual network for deepfake video detection

arXiv
2020 | Other
EID:

2-s2.0-85098418779

Part of ISSN: 23318422
Contributors: Tariq, S.; Lee, S.; Woo, S.S.
Source: Self-asserted source
Shahroz Tariq via Scopus - Elsevier

CANTransfer: Transfer learning based intrusion detection on a controller area network using convolutional LSTM network

Proceedings of the ACM Symposium on Applied Computing
2020 | Conference paper
EID:

2-s2.0-85083036295

Contributors: Tariq, S.; Lee, S.; Woo, S.S.
Source: Self-asserted source
Shahroz Tariq via Scopus - Elsevier

ITAD: Integrative Tensor-based Anomaly Detection System for Reducing False Positives of Satellite Systems

International Conference on Information and Knowledge Management, Proceedings
2020 | Conference paper
EID:

2-s2.0-85095863412

Contributors: Shin, Y.; Lee, S.; Tariq, S.; Lee, M.S.; Jung, O.; Chung, D.; Woo, S.S.
Source: Self-asserted source
Shahroz Tariq via Scopus - Elsevier

CAN-ADF: The controller area network attack detection framework

Computers & Security
2020-07 | Journal article
Contributors: Shahroz Tariq; Sangyup Lee; Huy Kang Kim; Simon S. Woo
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

Detecting anomalies in space using multivariate convolutional LSTM with mixtures of probabilistic PCA

Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining
2019 | Conference paper
EID:

2-s2.0-85071197942

Contributors: Tariq, S.; Lee, S.; Shin, Y.; Lee, M.S.; Jung, O.; Chung, D.; Woo, S.S.
Source: Self-asserted source
Shahroz Tariq via Scopus - Elsevier

Detecting In-vehicle CAN Message Attacks Using Heuristics and RNNs

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2019 | Book
EID:

2-s2.0-85061389818

Part of ISSN: 16113349 03029743
Contributors: Tariq, S.; Lee, S.; Kim, H.K.; Woo, S.S.
Source: Self-asserted source
Shahroz Tariq via Scopus - Elsevier

Efficient parking control algorithms for self-driving cars

International Journal of Internet Technology and Secured Transactions
2019 | Journal article
EID:

2-s2.0-85071697956

Part of ISSN: 17485703 1748569X
Contributors: Tariq, S.; Choi, H.; Park, H.; Lee, J.W.
Source: Self-asserted source
Shahroz Tariq via Scopus - Elsevier

GaN is a friend or foe? A framework to detect various fake face images

Proceedings of the ACM Symposium on Applied Computing
2019 | Conference paper
EID:

2-s2.0-85065671310

Contributors: Tariq, S.; Lee, S.; Kim, H.; Shin, Y.; Woo, S.S.
Source: Self-asserted source
Shahroz Tariq via Scopus - Elsevier

Poster: AuthGPS– Lightweight GPS authentication against GPS and LTE spoofing

MobiSys 2019 - Proceedings of the 17th Annual International Conference on Mobile Systems, Applications, and Services
2019 | Conference paper
EID:

2-s2.0-85069193260

Contributors: Tariq, S.; Kim, H.; Ryoo, J.
Source: Self-asserted source
Shahroz Tariq via Scopus - Elsevier

Detecting both machine and human created fake face images in the wild

Proceedings of the ACM Conference on Computer and Communications Security
2018 | Conference paper
EID:

2-s2.0-85056761980

Part of ISSN: 15437221
Contributors: Tariq, S.; Lee, S.; Kim, H.; Shin, Y.; Woo, S.S.
Source: Self-asserted source
Shahroz Tariq via Scopus - Elsevier

Controlled parking for self-driving cars

2016 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2016 - Conference Proceedings
2017 | Conference paper
EID:

2-s2.0-85015786143

Contributors: Tariq, S.; Choi, H.; Wasiq, C.M.; Park, H.
Source: Self-asserted source
Shahroz Tariq via Scopus - Elsevier

Peer review (9 reviews for 6 publications/grants)

Review activity for Communications of the ACM. (1)
Review activity for Humanities & social sciences communications. (1)
Review activity for IEEE transactions on information forensics and security. (2)
Review activity for Multimedia systems. (1)
Review activity for Neural Processing Letters. (2)
Review activity for Neural processing letters. (2)