DAP: A dynamic adversarial patch for evading person detectors
Amira Guesmi, Ruitian Ding, Muhammad Abdullah Hanif, Ihsen Alouani, Muhammad Shafique. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Jun. 2024, Seattle, Washington, USA.

SSAP: A Shape-Sensitive Adversarial Patch for Comprehensive Disruption of Monocular Depth Estimation in Autonomous Navigation Applications
Amira Guesmi, Muhammad Abdullah Hanif, Ihsen Alouani, Bassem Ouni, Muhammad Shafique. IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Jun. 2024, Abu Dhabi, UAE.

DefensiveDR: Defending against Adversarial Patches using Dimensionality Reduction
Nandish Chattopadhyay, Amira Guesmi, Muhammad Abdullah Hanif, Bassem Ouni, Muhammad Shafique. ACM/IEEE Design Automation Conference (DAC), Jun. 2024, San Francisco, USA.

AdvART: Adversarial Art for Camouflaged Object Detection Attacks
Amira Guesmi, Ioan Marius Bilasco, Muhammad Shafique, Ihsen Alouani. IEEE International Conference on Image Processing (ICIP), 2024, Abu Dhabi, UAE.

Anomaly Unveiled: Securing Image Classification against Adversarial Patch Attacks
Nandish Chattopadhyay, Amira Guesmi, Muhammad Shafique. IEEE International Conference on Image Processing (ICIP), 2024, Abu Dhabi, UAE.

Exploring the Interplay of Interpretability and Robustness in Deep Neural Networks: A Saliency-guided Approach
Amira Guesmi, Nishant Suresh Aswani, Muhammad Shafique. ICIP: Security and Privacy of Machine Learning-based Vision Processing in Autonomous Systems (SPVis), 2024, Abu Dhabi, UAE.

Examining Changes in Internal Representations of Continual Learning Models Through Tensor Decomposition
Nishant Suresh Aswani, Amira Guesmi, Muhammad Abdullah Hanif, Muhammad Shafique. ContinualAI Unconference, 2023, Virtual.

SAAM: Stealthy Adversarial Attack on Monocular Depth Estimation
Amira Guesmi, Muhammad Abdullah Hanif, Bassem Ouni, Muhammad Shafique. IEEE Access, 2024.

Physical Adversarial Attacks For Camera-based Smart Systems: Current Trends, Categorization, Applications, Research Challenges, and Future Outlook
Amira Guesmi, Muhammad Abdullah Hanif, Bassem Ouni, Muhammad Shafique. IEEE Access, 2023.

AdvRain: Adversarial Raindrops to Attack Camera-Based Smart Vision Systems
Amira Guesmi, Muhammad Abdullah Hanif, Bassem Ouni, Muhammad Shafique. Information, 2023.

Exploring Machine Learning Privacy/Utility Trade-Off from a Hyperparameters Lens
Ayoub Arous, Amira Guesmi, Muhammad Abdullah Hanif, Muhammad Shafique. International Joint Conference on Neural Networks (IJCNN), 2023, Queensland, Australia.

ROOM: Adversarial Machine Learning Attacks Under Real-Time Constraints
Amira Guesmi, Khaled N. Khasawneh, Nael Abu-Ghazaleh, Ihsen Alouani. International Joint Conference on Neural Networks (IJCNN), 2022, Padua, Italy.

SIT: Stochastic Input Transformation to Defend Against Adversarial Attacks on Deep Neural Networks
Amira Guesmi, Ihsen Alouani, Mouna Baklouti, Tarek Frikha, Mohamed Abid. IEEE Design & Test, 2022.

Towards an agile design methodology for efficient, reliable, and secure ML systems
Shail Dave, Alberto Marchisio, Muhammad Abdullah Hanif, Amira Guesmi, Aviral Shrivastava, Ihsen Alouani, Muhammad Shafique. IEEE VLSI Test Symposium (VTS), 2022, San Diego, CA, USA.

Defensive approximation: securing CNNs using approximate computing
Amira Guesmi, Ihsen Alouani, Khaled Khasawneh, Mouna Baklouti, Tarek Frikha, Mohamed Abid, Nael Abu-Ghazaleh. ACM international conference on architectural support for programming languages and operating systems (ASPLOS), 2021, USA.

HEAP: A Heterogeneous Approximate Floating-Point Multiplier for Error Tolerant Applications
Amira Guesmi, Ihsen Alouani, Mouna Baklouti, Tarek Frikha, Mohamed Abid, and Atika Rivenq. International Workshop on Rapid System Prototyping (RSP), 2019, New York NY USA.

Preprints

ODDR: Outlier Detection & Dimension Reduction Based Defense Against Adversarial Patches
Nandish Chattopadhyay, Amira Guesmi, Muhammad Abdullah Hanif, Muhammad Shafique. ArXiv.

AaN: Anti-adversarial Noise - A Novel Approach for Securing Machine Learning-based Wireless Communication Systems
Anis Amazigh Hamza, Amira Guesmi, Iyad Dayoub, Abderrahmane Amrouche, Ihsen Alouani. TechRxiv.

Adversarial Attack on Radar-based Environment Perception Systems
Amira Guesmi, Ihsen Alouani. ArXiv.

Defending with Errors: Approximate Computing for Robustness of Deep Neural Networks
Amira Guesmi, Ihsen Alouani, Khaled N. Khasawneh, Mouna Baklouti, Tarek Frikha, Mohamed Abid, Nael Abu-Ghazaleh. ArXiv.