Spoofing Attack Detection by Anomaly Detection. - Soroush Fatemifar; Shervin Rahimzadeh Arashloo; Muhammad Awais 001; Josef Kittler (ICASSP, 2019)

Combining Multiple one-class Classifiers for Anomaly based Face Spoofing Attack Detection. - Soroush Fatemifar; Muhammad Awais 001; Shervin Rahimzadeh Arashloo; Josef Kittler (ICB, 2019)

A Stacking Ensemble for Anomaly Based Client-Specific Face Spoofing Detection. - Soroush Fatemifar; Muhammad Awais 001; Ali Akbari; Josef Kittler (ICIP, 2020)

Particle Swarm And Pattern Search Optimisation Of An Ensemble Of Face Anomaly Detectors. - Soroush Fatemifar; Muhammad Awais 001; Ali Akbari; Josef Kittler (ICIP, 2021)

Client-specific anomaly detection for face presentation attack detection. - Soroush Fatemifar; Shervin Rahimzadeh Arashloo; Muhammad Awais 001; Josef Kittler (Pattern Recognit., 2021)

Developing a generic framework for anomaly detection. - Soroush Fatemifar; Muhammad Awais 001; Ali Akbari; Josef Kittler (Pattern Recognit., 2022)

Face spoofing detection ensemble via multistage optimisation and pruning. - Soroush Fatemifar; Shahrokh Asadi; Muhammad Awais 001; Ali Akbari; Josef Kittler (Pattern Recognit. Lett., 2022)

A Novel Ground Metric for Optimal Transport-Based Chronological Age Estimation. - Ali Akbari; Muhammad Awais 001; Soroush Fatemifar; Syed Safwan Khalid; Josef Kittler (IEEE Trans. Cybern., 2022)

Deep Order-Preserving Learning With Adaptive Optimal Transport Distance. - Ali Akbari; Muhammad Awais 001; Soroush Fatemifar; Josef Kittler (IEEE Trans. Pattern Anal. Mach. Intell., 2023)

RAgE: Robust Age Estimation Through Subject Anchoring With Consistency Regularisation. - Ali Akbari; Muhammad Awais 001; Soroush Fatemifar; Syed Safwan Khalid; Josef Kittler (IEEE Trans. Pattern Anal. Mach. Intell., 2024)

Pure anomaly detection via self-supervised deep metric learning with adaptive margin. - Soroush Fatemifar; Muhammad Awais 001; Ali Akbari; Josef Kittler (Neurocomputing, 2025)