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Books and Theses
- 2016
[b1]Ihsen Alouani:
Design of self-tuning reliable embedded systems and its application in railway transportation systems. (Conception de systèmes embarqués fiables et auto-réglables : applications sur les systèmes de transport ferroviaire). University of Valenciennes and Hainaut-Cambresis, France, 2016
Journal Articles
- 2024
- [j19]Bilel Tarchoun
, Anouar Ben Khalifa, Mohamed Ali Mahjoub, Nael B. Abu-Ghazaleh, Ihsen Alouani:
An information-theoretic perspective of physical adversarial patches. Neural Networks 179: 106590 (2024) - 2023
- [j18]Imen Jegham, Ihsen Alouani, Anouar Ben Khalifa, Mohamed Ali Mahjoub:
Deep learning-based hard spatial attention for driver in-vehicle action monitoring. Expert Syst. Appl. 219: 119629 (2023) - [j17]Nahla Majdoub Bhiri, Safa Ameur, Ihsen Alouani, Mohamed Ali Mahjoub, Anouar Ben Khalifa:
Hand gesture recognition with focus on leap motion: An overview, real world challenges and future directions. Expert Syst. Appl. 226: 120125 (2023) - [j16]Marwa Afnouch, Olfa Gaddour, Yosr Hentati, Fares Bougourzi, Mohamed Abid, Ihsen Alouani, Abdelmalik Taleb-Ahmed:
BM-Seg: A new bone metastases segmentation dataset and ensemble of CNN-based segmentation approach. Expert Syst. Appl. 228: 120376 (2023) - [j15]Doaa K. Abdelrahman, Mohammed E. Fouda, Ihsen Alouani, Lobna A. Said, Ahmed G. Radwan:
Ternary SRAM circuit designs with CNTFETs. Int. J. Circuit Theory Appl. 51(7): 3443-3453 (2023) - [j14]Md. Shohidul Islam, Ihsen Alouani, Khaled N. Khasawneh:
SecureVolt: Enhancing Deep Neural Networks Security via Undervolting. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. 42(12): 4922-4933 (2023) - 2022
- [j13]Amira Guesmi, Ihsen Alouani, Mouna Baklouti, Tarek Frikha, Mohamed Abid:
SIT: Stochastic Input Transformation to Defend Against Adversarial Attacks on Deep Neural Networks. IEEE Des. Test 39(3): 63-72 (2022) - [j12]Rawan Mohammed, Mohammed E. Fouda, Ihsen Alouani, Lobna A. Said, Ahmed G. Radwan:
CNTFET-based ternary address decoder design. Int. J. Circuit Theory Appl. 50(10): 3682-3691 (2022) - [j11]Anis Amazigh Hamza, Iyad Dayoub, Ihsen Alouani, Abderrahmane Amrouche:
On the Error Rate Performance of Full-Duplex Cooperative NOMA in Wireless Networks. IEEE Trans. Commun. 70(3): 1742-1758 (2022) - 2021
- [j10]Amr Mohammaden, Mohammed E. Fouda, Ihsen Alouani, Lobna A. Said, Ahmed G. Radwan:
CNTFET design of a multiple-port ternary register file. Microelectron. J. 113: 105076 (2021) - [j9]Alexandre Chabot, Ihsen Alouani, Réda Nouacer, Smaïl Niar:
A Memory Reliability Enhancement Technique for Multi Bit Upsets. J. Signal Process. Syst. 93(4): 439-459 (2021) - 2020
- [j8]Anouar Ben Khalifa, Ihsen Alouani, Mohamed Ali Mahjoub, Najoua Essoukri Ben Amara:
Pedestrian detection using a moving camera: A novel framework for foreground detection. Cogn. Syst. Res. 60: 77-96 (2020) - [j7]Imen Jegham, Anouar Ben Khalifa, Ihsen Alouani, Mohamed Ali Mahjoub:
Vision-based human action recognition: An overview and real world challenges. Digit. Investig. 32: 200901 (2020) - [j6]Mohamed A. Neggaz, Ihsen Alouani, Smaïl Niar, Fadi J. Kurdahi:
Are CNNs Reliable Enough for Critical Applications? An Exploratory Study. IEEE Des. Test 37(2): 76-83 (2020) - [j5]Anouar Ben Khalifa, Ihsen Alouani, Mohamed Ali Mahjoub, Atika Rivenq:
A novel multi-view pedestrian detection database for collaborative Intelligent Transportation Systems. Future Gener. Comput. Syst. 113: 506-527 (2020) - [j4]Ihsen Alouani, Hamzeh Ahangari, Ozcan Ozturk, Smaïl Niar:
Power-efficient reliable register file for aggressive-environment applications. IET Comput. Digit. Tech. 14(1): 1-8 (2020) - [j3]Imen Jegham, Anouar Ben Khalifa, Ihsen Alouani, Mohamed Ali Mahjoub:
A novel public dataset for multimodal multiview and multispectral driver distraction analysis: 3MDAD. Signal Process. Image Commun. 88: 115960 (2020) - 2018
- [j2]Ihsen Alouani, Hamzeh Ahangari, Ozcan Ozturk, Smaïl Niar:
A Novel Heterogeneous Approximate Multiplier for Low Power and High Performance. IEEE Embed. Syst. Lett. 10(2): 45-48 (2018) - 2017
- [j1]Ihsen Alouani, Wael M. Elsharkasy, Ahmed M. Eltawil, Fadi J. Kurdahi, Smaïl Niar:
AS8-static random access memory (SRAM): asymmetric SRAM architecture for soft error hardening enhancement. IET Circuits Devices Syst. 11(1): 89-94 (2017)
Conference and Workshop Papers
- 2024
- [c37]Nahla Majdoub Bhiri, Safa Ameur, Imen Jegham, Ihsen Alouani, Anouar Ben Khalifa:
A Deep CNN-BiGRU Network for Multi-stream Hand Gesture Recognition Framework. CoDIT 2024: 893-898 - [c36]Amira Guesmi, Ruitian Ding, Muhammad Abdullah Hanif, Ihsen Alouani, Muhammad Shafique:
DAP: A Dynamic Adversarial Patch for Evading Person Detectors. CVPR 2024: 24595-24604 - [c35]Md. Shohidul Islam, Sankha Baran Dutta, Andres Marquez, Ihsen Alouani, Khaled N. Khasawneh:
Harnessing ML Privacy by Design Through Crossbar Array Non-Idealities. DATE 2024: 1-2 - [c34]Md. Shohidul Islam, Ihsen Alouani, Khaled N. Khasawneh:
Hardware Support for Trustworthy Machine Learning: A Survey. ISQED 2024: 1-6 - 2023
- [c33]Bilel Tarchoun, Anouar Ben Khalifa, Mohamed Ali Mahjoub, Nael B. Abu-Ghazaleh, Ihsen Alouani:
Jedi: Entropy-Based Localization and Removal of Adversarial Patches. CVPR 2023: 4087-4095 - [c32]Md. Shohidul Islam, Ihsen Alouani, Khaled N. Khasawneh:
Stochastic-HMDs: Adversarial-Resilient Hardware Malware Detectors via Undervolting. DAC 2023: 1-6 - [c31]Maryam Parsa, Khaled N. Khasawneh, Ihsen Alouani:
A Brain-inspired Approach for Malware Detection using Sub-semantic Hardware Features. ACM Great Lakes Symposium on VLSI 2023: 139-142 - [c30]Md. Shohidul Islam, Behnam Omidi, Ihsen Alouani, Khaled N. Khasawneh:
VPP: Privacy Preserving Machine Learning via Undervolting. HOST 2023: 315-325 - [c29]Ayoub Arous, Amira Guesmi, Muhammad Abdullah Hanif, Ihsen Alouani, Muhammad Shafique:
Exploring Machine Learning Privacy/Utility Trade-Off from a Hyperparameters Lens. IJCNN 2023: 1-10 - 2022
- [c28]Ihsen Alouani:
Breaking (and Fixing) Channel-based Cryptographic Key Generation: A Machine Learning Approach. DSD 2022: 383-390 - [c27]Amira Guesmi, Khaled N. Khasawneh, Nael B. Abu-Ghazaleh, Ihsen Alouani:
ROOM: Adversarial Machine Learning Attacks Under Real-Time Constraints. IJCNN 2022: 1-10 - [c26]Shail Dave, Alberto Marchisio, Muhammad Abdullah Hanif, Amira Guesmi, Aviral Shrivastava, Ihsen Alouani, Muhammad Shafique:
Special Session: Towards an Agile Design Methodology for Efficient, Reliable, and Secure ML Systems. VTS 2022: 1-14 - 2021
- [c25]Amira Guesmi, Ihsen Alouani, Khaled N. Khasawneh, Mouna Baklouti, Tarek Frikha, Mohamed Abid, Nael B. Abu-Ghazaleh:
Defensive approximation: securing CNNs using approximate computing. ASPLOS 2021: 990-1003 - [c24]Bilel Tarchoun, Ihsen Alouani, Anouar Ben Khalifa, Mohamed Ali Mahjoub:
Adversarial Attacks in a Multi-view Setting: An Empirical Study of the Adversarial Patches Inter-view Transferability. CW 2021: 299-302 - [c23]Rida El-Allami, Alberto Marchisio, Muhammad Shafique, Ihsen Alouani:
Securing Deep Spiking Neural Networks against Adversarial Attacks through Inherent Structural Parameters. DATE 2021: 774-779 - [c22]Amira Mimouna, Anouar Ben Khalifa, Ihsen Alouani, Abdelmalik Taleb-Ahmed, Atika Rivenq, Najoua Essoukri Ben Amara:
LSTM-based System for Multiple Obstacle Detection using Ultra-wide Band Radar. ICAART (2) 2021: 418-425 - [c21]Md. Shohidul Islam, Ihsen Alouani, Khaled N. Khasawneh:
Lower Voltage for Higher Security: Using Voltage Overscaling to Secure Deep Neural Networks. ICCAD 2021: 1-9 - [c20]Ihsen Alouani, Anouar Ben Khalifa, Farhad Merchant, Rainer Leupers:
An Investigation on Inherent Robustness of Posit Data Representation. VLSID 2021: 276-281 - 2020
- [c19]Karim M. A. Ali, Ihsen Alouani, Abdessamad Ait El Cadi, Hamza Ouarnoughi, Smaïl Niar:
Cross-layer CNN Approximations for Hardware Implementation. ARC 2020: 151-165 - [c18]Bilel Tarchoun, Imen Jegham, Anouar Ben Khalifa, Ihsen Alouani, Mohamed Ali Mahjoub:
Deep CNN-based Pedestrian Detection for Intelligent Infrastructure. ATSIP 2020: 1-6 - [c17]Valerio Venceslai, Alberto Marchisio, Ihsen Alouani, Maurizio Martina, Muhammad Shafique:
NeuroAttack: Undermining Spiking Neural Networks Security through Externally Triggered Bit-Flips. IJCNN 2020: 1-8 - 2019
- [c16]Imen Jegham, Anouar Ben Khalifa, Ihsen Alouani, Mohamed Ali Mahjoub:
MDAD: A Multimodal and Multiview in-Vehicle Driver Action Dataset. CAIP (1) 2019: 518-529 - [c15]Alexandre Chabot, Ihsen Alouani, Smaïl Niar, Réda Nouacer:
A new memory reliability technique for multiple bit upsets mitigation. CF 2019: 145-152 - [c14]Ilyas Bendjillali Ridha, Mohammed Beladgham, Khaled Merit, Ahmed Abdelmalik Taleb, Ihsen Alouani:
Facial Expression Recognition Based on DWT Feature for Deep CNN. CoDIT 2019: 344-348 - [c13]Amira Guesmi, Ihsen Alouani, Mouna Baklouti, Tarek Frikha, Mohamed Abid, Atika Rivenq:
HEAP: A Heterogeneous Approximate Floating-Point Multiplier for Error Tolerant Applications. RSP 2019: 36-42 - 2018
- [c12]Mohamed A. Neggaz, Ihsen Alouani, Pablo R. Lorenzo, Smaïl Niar:
A Reliability Study on CNNs for Critical Embedded Systems. ICCD 2018: 476-479 - [c11]Imen Jegham, Anouar Ben Khalifa, Ihsen Alouani, Mohamed Ali Mahjoub:
Safe Driving : Driver Action Recognition using SURF Keypoints. ICM 2018: 60-63 - [c10]Alexandre Chabot, Ihsen Alouani, Smaïl Niar, Réda Nouacer:
A Comprehensive Fault Injection Strategy for Embedded Systems Reliability Assessment. RSP 2018: 22-28 - 2017
- [c9]Ihsen Alouani, Thomas Wild, Andreas Herkersdorf, Smaïl Niar:
Adaptive Reliability for Fault Tolerant Multicore Systems. DSD 2017: 538-542 - [c8]Hamzeh Ahangari, Ihsen Alouani, Özcan Özturk, Smaïl Niar:
Reconfigurable Hardened Latch and Flip-Flop for FPGAs. ISVLSI 2017: 433-438 - 2016
- [c7]Ihsen Alouani, Smaïl Niar, Yassin El Hillali, Mazen A. R. Saghir, Fadi J. Kurdahi, Menhaj Atika:
Auto-tuning Fault Tolerance Technique for DSP-Based Circuits in Transportation Systems. RES4ANT@DATE 2016: 33-37 - [c6]Ihsen Alouani, Hamzeh Ahangari, Özcan Özturk, Smaïl Niar:
NS-SRAM: Neighborhood Solidarity SRAM for Reliability Enhancement of SRAM Memories. DSD 2016: 154-159 - [c5]Hamzeh Ahangari, Ihsen Alouani, Özcan Özturk, Smaïl Niar, Atika Rivenq:
Register file reliability enhancement through adjacent narrow-width exploitation. DTIS 2016: 1-4 - 2015
- [c4]Ihsen Alouani, Smaïl Niar, Yassin El Hillali, Atika Rivenq-Menhaj:
Modeling transistor level masking of soft errors in combinational circuits. EWDTS 2015: 1-4 - [c3]Ihsen Alouani, Braham Lotfi Mediouni, Smaïl Niar:
A multi-objective approach for software/hardware partitioning in a multi-target tracking system. RSP 2015: 119-125 - 2014
- [c2]Ihsen Alouani, Mazen A. R. Saghir, Smaïl Niar:
ARABICA: A Reconfigurable Arithmetic Block for ISA Customization. ARC 2014: 248-253 - 2012
- [c1]Ihsen Alouani, Smaïl Niar, Fadi J. Kurdahi, Mohamed Abid:
Parity-based mono-Copy Cache for low power consumption and high reliability. RSP 2012: 44-48
Data and Artifacts
- 2022
- [d2]Venu Babu Thati, Nikolay Smagin, Hatem Dahmani, Julien Carlier, Ihsen Alouani:
Ultra High Frequency Acoustic Coda Waves. IEEE DataPort, 2022
- [d1]Venu Babu Thati, Ibrahim Zaaroura, Malika Toubal, Nikolay Smagin, Souad Harmand, Julien Carlier, Ihsen Alouani:
Fluid concentration estimation. IEEE DataPort, 2022
Informal and Other Publications
- 2024
- [i25]Behnam Omidi, Khaled N. Khasawneh, Ihsen Alouani:
Evasive Hardware Trojan through Adversarial Power Trace. CoRR abs/2401.02342 (2024) - [i24]Hamed Poursiami, Ihsen Alouani, Maryam Parsa:
BrainLeaks: On the Privacy-Preserving Properties of Neuromorphic Architectures against Model Inversion Attacks. CoRR abs/2402.00906 (2024) - [i23]Amira Guesmi, Muhammad Abdullah Hanif, Ihsen Alouani, Bassem Ouni, Muhammad Shafique:
SSAP: A Shape-Sensitive Adversarial Patch for Comprehensive Disruption of Monocular Depth Estimation in Autonomous Navigation Applications. CoRR abs/2403.11515 (2024) - [i22]Hamed Poursiami, Ihsen Alouani, Maryam Parsa:
Watermarking Neuromorphic Brains: Intellectual Property Protection in Spiking Neural Networks. CoRR abs/2405.04049 (2024) - [i21]Mahmoud Ghorbel, Halima Bouzidi, Ioan Marius Bilasco, Ihsen Alouani:
Model for Peanuts: Hijacking ML Models without Training Access is Possible. CoRR abs/2406.01708 (2024) - 2023
- [i20]Amira Guesmi, Muhammad Abdullah Hanif, Ihsen Alouani, Muhammad Shafique:
APARATE: Adaptive Adversarial Patch for CNN-based Monocular Depth Estimation for Autonomous Navigation. CoRR abs/2303.01351 (2023) - [i19]Amira Guesmi, Ioan Marius Bilasco, Muhammad Shafique, Ihsen Alouani:
AdvART: Adversarial Art for Camouflaged Object Detection Attacks. CoRR abs/2303.01734 (2023) - [i18]Ayoub Arous, Amira Guesmi, Muhammad Abdullah Hanif, Ihsen Alouani, Muhammad Shafique:
Exploring Machine Learning Privacy/Utility trade-off from a hyperparameters Lens. CoRR abs/2303.01819 (2023) - [i17]Bilel Tarchoun, Anouar Ben Khalifa, Mohamed Ali Mahjoub, Nael B. Abu-Ghazaleh, Ihsen Alouani:
Jedi: Entropy-based Localization and Removal of Adversarial Patches. CoRR abs/2304.10029 (2023) - [i16]Amira Guesmi, Ruitian Ding, Muhammad Abdullah Hanif, Ihsen Alouani, Muhammad Shafique:
DAP: A Dynamic Adversarial Patch for Evading Person Detectors. CoRR abs/2305.11618 (2023) - [i15]Md Abdullah Al Mamun, Quazi Mishkatul Alam, Erfan Shaigani, Pedram Zaree, Ihsen Alouani, Nael B. Abu-Ghazaleh:
DeepMem: ML Models as storage channels and their (mis-)applications. CoRR abs/2307.08811 (2023) - [i14]Quazi Mishkatul Alam, Bilel Tarchoun, Ihsen Alouani, Nael B. Abu-Ghazaleh:
Attention Deficit is Ordered! Fooling Deformable Vision Transformers with Collaborative Adversarial Patches. CoRR abs/2311.12914 (2023) - [i13]Bilel Tarchoun, Quazi Mishkatul Alam, Nael B. Abu-Ghazaleh, Ihsen Alouani:
Fool the Hydra: Adversarial Attacks against Multi-view Object Detection Systems. CoRR abs/2312.00173 (2023) - [i12]Ayoub Arous, Andrés F. López-Lopera, Nael B. Abu-Ghazaleh, Ihsen Alouani:
May the Noise be with you: Adversarial Training without Adversarial Examples. CoRR abs/2312.08877 (2023) - 2022
- [i11]Amira Guesmi, Khaled N. Khasawneh, Nael B. Abu-Ghazaleh, Ihsen Alouani:
ROOM: Adversarial Machine Learning Attacks Under Real-Time Constraints. CoRR abs/2201.01621 (2022) - [i10]Shail Dave, Alberto Marchisio, Muhammad Abdullah Hanif, Amira Guesmi, Aviral Shrivastava, Ihsen Alouani, Muhammad Shafique:
Special Session: Towards an Agile Design Methodology for Efficient, Reliable, and Secure ML Systems. CoRR abs/2204.09514 (2022) - [i9]Amira Guesmi, Ihsen Alouani:
Adversarial Attack on Radar-based Environment Perception Systems. CoRR abs/2211.01112 (2022) - [i8]Amira Guesmi, Ihsen Alouani, Khaled N. Khasawneh, Mouna Baklouti, Tarek Frikha, Mohamed Abid, Nael B. Abu-Ghazaleh:
Defending with Errors: Approximate Computing for Robustness of Deep Neural Networks. CoRR abs/2211.01182 (2022) - 2021
- [i7]Ihsen Alouani, Anouar Ben Khalifa, Farhad Merchant, Rainer Leupers:
An Investigation on Inherent Robustness of Posit Data Representation. CoRR abs/2101.01416 (2021) - [i6]Md. Shohidul Islam, Ihsen Alouani, Khaled N. Khasawneh:
Stochastic-HMDs: Adversarial Resilient Hardware Malware Detectors through Voltage Over-scaling. CoRR abs/2103.06936 (2021) - [i5]Nicolas Fleury, Theo Dubrunquez, Ihsen Alouani:
PDF-Malware: An Overview on Threats, Detection and Evasion Attacks. CoRR abs/2107.12873 (2021) - [i4]Bilel Tarchoun, Ihsen Alouani, Anouar Ben Khalifa, Mohamed Ali Mahjoub:
Adversarial Attacks in a Multi-view Setting: An Empirical Study of the Adversarial Patches Inter-view Transferability. CoRR abs/2110.04887 (2021) - 2020
- [i3]Valerio Venceslai, Alberto Marchisio, Ihsen Alouani, Maurizio Martina, Muhammad Shafique:
NeuroAttack: Undermining Spiking Neural Networks Security through Externally Triggered Bit-Flips. CoRR abs/2005.08041 (2020) - [i2]Amira Guesmi, Ihsen Alouani, Khaled N. Khasawneh, Mouna Baklouti, Tarek Frikha, Mohamed Abid, Nael B. Abu-Ghazaleh:
Defensive Approximation: Enhancing CNNs Security through Approximate Computing. CoRR abs/2006.07700 (2020) - [i1]Rida El-Allami, Alberto Marchisio, Muhammad Shafique, Ihsen Alouani:
Securing Deep Spiking Neural Networks against Adversarial Attacks through Inherent Structural Parameters. CoRR abs/2012.05321 (2020)
Coauthor Index
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