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Nael Fasfous
Nael Fasfous
Research Scientist, BMW Group
Verified email at bmw.de
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Binarycop: Binary neural network-based covid-19 face-mask wear and positioning predictor on edge devices
N Fasfous, MR Vemparala, A Frickenstein, L Frickenstein, M Badawy, ...
2021 IEEE International Parallel and Distributed Processing Symposium …, 2021
382021
Orthruspe: Runtime reconfigurable processing elements for binary neural networks
N Fasfous, MR Vemparala, A Frickenstein, W Stechele
2020 Design, Automation & Test in Europe Conference & Exhibition (DATE …, 2020
142020
AnaCoNGA: analytical HW-CNN co-design using nested genetic algorithms
N Fasfous, MR Vemparala, A Frickenstein, E Valpreda, D Salihu, J Höfer, ...
2022 Design, Automation & Test in Europe Conference & Exhibition (DATE), 238-243, 2022
112022
Hw-flowq: A multi-abstraction level hw-cnn co-design quantization methodology
N Fasfous, MR Vemparala, A Frickenstein, E Valpreda, D Salihu, ...
ACM Transactions on Embedded Computing Systems (TECS) 20 (5s), 1-25, 2021
112021
Adversarial Robust Model Compression using In-Train Pruning
MR Vemparala, N Fasfous, A Frickenstein, S Sarkar, Q Zhao, S Kuhn, ...
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2021
112021
ALF: Autoencoder-based low-rank filter-sharing for efficient convolutional neural networks
A Frickenstein, MR Vemparala, N Fasfous, L Hauenschild, NS Nagaraja, ...
2020 57th ACM/IEEE Design Automation Conference (DAC), 1-6, 2020
112020
Breakingbed: Breaking binary and efficient deep neural networks by adversarial attacks
MR Vemparala, A Frickenstein, N Fasfous, L Frickenstein, Q Zhao, S Kuhn, ...
Intelligent Systems and Applications: Proceedings of the 2021 Intelligent …, 2022
102022
Binary-LoRAX: Low-Latency Runtime Adaptable XNOR Classifier for Semi-Autonomous Grasping with Prosthetic Hands
N Fasfous, MR Vemparala, A Frickenstein, M Badawy, F Hundhausen, ...
2021 IEEE International Conference on Robotics and Automation (ICRA), 13430 …, 2021
102021
Long Short-Term Memory Neural Network-based Power Forecasting of Multi-Core Processors
M Sagi, M Rapp, H Khdr, Y Zhang, N Fasfous, NAV Doan, T Wild, ...
2021 Design, Automation & Test in Europe Conference & Exhibition (DATE …, 2021
102021
Investigating Binary Neural Networks for Traffic Sign Detection and Recognition
EH Chen, MR Vemparala, N Fasfous, A Frickenstein, A Mzid, ...
2021 IEEE Intelligent Vehicles Symposium (IV), 1400-1405, 2021
92021
Hardware-Aware Mixed-Precision Neural Networks using In-Train Quantization
MR Vemparala, N Fasfous, L Frickenstein, A Frickenstein, A Singh, ...
British Machine Vision Conference (BMVC), 2021
82021
Accelerating and pruning CNNs for semantic segmentation on FPGA
P Morì, MR Vemparala, N Fasfous, S Mitra, S Sarkar, A Frickenstein, ...
Proceedings of the 59th ACM/IEEE Design Automation Conference, 145-150, 2022
62022
Pruning CNNs for LiDAR-based Perception in Resource Constrained Environments
MR Vemparala, A Singh, A Mzid, N Fasfous, A Frickenstein, F Mirus, ...
2021 IEEE Intelligent Vehicles Symposium Workshops (IV Workshops), 228-235, 2021
62021
Fine-grained power modeling of multicore processors using ffnns
M Sagi, NA Vu Doan, N Fasfous, T Wild, A Herkersdorf
International Journal of Parallel Programming 50 (2), 243-266, 2022
52022
L2PF-Learning to Prune Faster
MR Vemparala, N Fasfous, A Frickenstein, MA Moraly, A Jamal, ...
International Conference on Computer Vision and Image Processing, 249-261, 2020
52020
Lightweight instruction set for flexible dilated convolutions and mixed-precision operands
S Friedrich, SB Sampath, R Wittig, MR Vemparala, N Fasfous, E Matúš, ...
2023 24th International Symposium on Quality Electronic Design (ISQED), 1-8, 2023
42023
Mind the scaling factors: resilience analysis of quantized adversarially robust CNNs
N Fasfous, L Frickenstein, M Neumeier, MR Vemparala, A Frickenstein, ...
2022 Design, Automation & Test in Europe Conference & Exhibition (DATE), 706-711, 2022
42022
HyVE: A hybrid voting-based eviction policy for caches
A Srivatsa, S Nagel, N Fasfous, NAV Doan, T Wild, A Herkersdorf
2020 IEEE Nordic Circuits and Systems Conference (NorCAS), 1-7, 2020
32020
The ZuSE-KI-Mobil AI Accelerator SoC: Overview and a Functional Safety Perspective
F Kempf, J Hoefer, T Harbaum, J Becker, N Fasfous, A Frickenstein, ...
2023 Design, Automation & Test in Europe Conference & Exhibition (DATE), 1-6, 2023
22023
HW-Flow-Fusion: Inter-Layer Scheduling for Convolutional Neural Network Accelerators with Dataflow Architectures
E Valpreda, P Morì, N Fasfous, MR Vemparala, A Frickenstein, ...
Electronics 11 (18), 2933, 2022
22022
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