Publications

Doctoral Thesis (1)

Efficient Design of Scalable Deep Neural Networks for Resource-Constrained Edge Devices (Oct 2022)
Mohammad Loni

Licentiate Thesis (1)

DeepMaker: Customizing the Architecture of Convolutional Neural Networks for Resource-Constrained Platforms (Dec 2020)
Mohammad Loni

Journal article (6)

DASS: Differentiable Architecture Search for Sparse Neural Networks (Sep 2023)
Seyedhamidreza Mousavi, Mohammad Loni, Mina Alibeigi , Masoud Daneshtalab
ACM Transactions on Embedded Computing Systems (TECS 2024)

Accurate detection of paroxysmal atrial fibrillation with certified-GAN and neural architecture search (Jul 2023)
Mehdi Asadi , Fatemeh Poursalim , Mohammad Loni, Masoud Daneshtalab, Mikael Sjödin, Arash Ghareh Baghi
Nature Scientific Reports 13 (Sci. Rep. 13)

FastStereoNet: A Fast Neural Architecture Search for Improving the Inference of Disparity Estimation on Resource-Limited Platforms (Nov 2021)
Mohammad Loni, Ali Zoljodi, Amin Majd , Byung Hoon Ahn , Masoud Daneshtalab, Mikael Sjödin, Hadi Esmaeilzadeh
IEEE Transactions on Systems, Man, and Cybernetics: Systems (SMCS)

Improving Motion Safety and Efficiency of Intelligent Autonomous Swarm of Drones (Aug 2020)
Amin Majd , Mohammad Loni, Golnaz Sahebi , Masoud Daneshtalab
Drones (Drones)

A Review on Deep Learning Methods for ECG Arrhythmia Classification (Jun 2020)
Zahra Ebrahimi , Mohammad Loni, Masoud Daneshtalab, Arash Ghareh Baghi
Expert Systems with Applications: X (ESWA: X)

DeepMaker: A Multi-Objective Optimization Framework for Deep Neural Networks in Embedded Systems (Jan 2020)
Mohammad Loni, Sima Sinaei, Ali Zoljodi, Masoud Daneshtalab, Mikael Sjödin
Elsevier journal of Microprocessors and Microsystems (MICPRO)

Conference/Workshop Paper (18)

DASS: Differentiable Architecture Search for Sparse Neural Networks (Sep 2023)
Seyedhamidreza Mousavi, Mohammad Loni, Mina Alibeigi , Masoud Daneshtalab
EMBEDDED SYSTEMS WEEK (ESWEEK 2023)

Learning Activation Functions for Adversarial Attack Resilience in CNNs (Jun 2023)
Maghsood Salimi, Mohammad Loni, Marjan Sirjani
The 22nd International Conference on Artificial Intelligence and Soft Computing (ICAISC 2023)

SARAF: Searching for Adversarial Robust Activation Functions (Jun 2023)
Maghsood Salimi, Mohammad Loni, Marjan Sirjani, Antonio Cicchetti, Sara Abbaspour
The 6th International Conference on Machine Vision and Applications (ICMVA'2023)

3DLaneNAS: Neural Architecture Search for Accurate and Light-Weight 3D Lane Detection (Sep 2022)
Ali Zoljodi, Mohammad Loni, Sadegh Abadijou , Mina Alibeigi , Masoud Daneshtalab
ICANN2022: 31st International Conference on Artificial Neural Networks (ICANN2022)

TAS:Ternarized Neural Architecture Search for Resource-Constrained Edge Devices (Mar 2022)
Mohammad Loni, Seyedhamidreza Mousavi, Mohammad Riazati, Masoud Daneshtalab, Mikael Sjödin
Design, Automation and Test in Europe Conference (DATE'22)

Image Synthesisation and Data Augmentation for Safe Object Detection in Aircraft Auto-Landing System (Feb 2021)
Najda Vidimlic , Alexandra Levin , Mohammad Loni, Masoud Daneshtalab
16th International Conference on Computer Vision Theory and Applications (VISAPP 2021)

DenseDisp: Resource-Aware Disparity Map Estimation by Compressing Siamese Neural Architecture (Jul 2020)
Mohammad Loni, Ali Zoljodi, Amin Majd , Masoud Daneshtalab, Mikael Sjödin, Ben Juurlink , Reza Akbari
IEEE WORLD CONGRESS ON COMPUTATIONAL INTELLIGENCE (WCCI) 2020 (IEEE WCCI)

SoFA: A Spark-oriented Fog Architecture (Oct 2019)
Neda Maleki , Mohammad Loni, Masoud Daneshtalab, Mauro Conti , Hossein Fotouhi
IEEE 45th Annual Conference of the Industrial Electronics Society (IECON'19)

A Cloud Based Super-Optimization Method to Parallelize the Sequential Code’s Nested Loops (Oct 2019)
Amin Majd , Mohammad Loni, Golnaz Sahebi , Masoud Daneshtalab, Elena Troubitsyna
IEEE 13th International Symposium on Embedded Multicore/Many-core Systems-on-Chip (MCSoC-2019)

Design Challenges in Hardware Development of Time-Sensitive Networking: A Research Plan
Adnan Ghaderi, Masoud Daneshtalab, Mohammad Ashjaei, Mohammad Loni, Saad Mubeen, Mikael Sjödin
Proceedings of the Cyber-Physical Systems PhD Workshop 2019, "Designing Cyber-Physical Systems " (CPSWS19)

NeuroPower: Designing Energy Efficient Convolutional Neural Network Architecture for Embedded Systems (Sep 2019)
Mohammad Loni, Ali Zoljodi, Sima Sinaei, Masoud Daneshtalab, Mikael Sjödin
The 28th International Conference on Artificial Neural Networks (ICANN 2019)

Multi-objective Optimization of Real-Time Task Scheduling Problem for Distributed Environments (Sep 2019) -- Best Paper Award--
Maghsood Salimi, Amin Majd , Mohammad Loni, Tiberiu Seceleanu, Cristina Seceleanu, Marjan Sirjani, Masoud Daneshtalab, Elena Troubitsyna
6th Conference on the Engineering of Computer Based Systems (ECBS 2019)

TOT-Net: An Endeavor Toward Optimizing Ternary Neural Networks (Sep 2019)
Najmeh Nazari , Mohammad Loni, Mostafa Salehi , Masoud Daneshtalab, Mikael Sjödin
22nd Euromicro Conference on Digital System Design (DSD 2019)

AutoRIO: An Indoor Testbed for Developing Autonomous Vehicles (Dec 2018)
Mohammad Loni, Fadouao Hamouachy , Clémentine Casarrubios , Masoud Daneshtalab, Mikael Sjödin
International Japan-Africa Conference on Electronics, Communications and Computations (JAC-ECC)

Designing Compact Convolutional Neural Network for Embedded Stereo Vision Systems (Sep 2018) -- Best Paper Award--
Mohammad Loni, Amin Majd , Abdolah Loni , Masoud Daneshtalab, Mikael Sjödin, Elena Troubitsyna
IEEE 12th International Symposium on Embedded Multicore/Many-core Systems-on-Chip (MCSoC-2018)

ADONN: Adaptive Design of Optimized Deep Neural Networks for Embedded Systems (Aug 2018)
Mohammad Loni, Masoud Daneshtalab, Mikael Sjödin
21st Euromicro Conference on Digital System Design (DSD'18)

A Customized Processing-in-Memory Architecture for Biological Sequence Alignment (Jul 2018)
Nasrin Akbari , Mehdi Modarressi , Masoud Daneshtalab, Mohammad Loni
IEEE International Conference on Application-specific Systems, Architectures and Processors (ASAP'18)

Embedded Acceleration of Image Classification Applications for Stereo Vision Systems (Mar 2018)
Mohammad Loni, Carl Ahlberg, Masoud Daneshtalab, Mikael Ekström, Mikael Sjödin
Design, Automation & Test in Europe Conference & Exhibition (DATE'18)

Other (1)

DPAC Newsletter Spring 2020 (May 2020)
Kristina Lundqvist, Mikael Sjödin, Saad Mubeen, Håkan Forsberg, Mikael Ekström, Cristina Seceleanu, Nandinbaatar Tsog, Jakob Danielsson, Mohammad Loni, Baran Çürüklü, LanAnh Trinh, Afshin Ameri E., Luciana Provenzano, Kaj Hänninen, Susanne Fronnå, Marjan Sirjani, Rong Gu, Masoud Daneshtalab, Sima Sinaei, Joakim Lindén