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 | 38 | 2021 |
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 | 14 | 2020 |
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 | 11 | 2022 |
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 | 11 | 2021 |
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 | 11 | 2021 |
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 | 11 | 2020 |
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 | 10 | 2022 |
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 | 10 | 2021 |
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 | 10 | 2021 |
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 | 9 | 2021 |
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 | 8 | 2021 |
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 | 6 | 2022 |
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 | 6 | 2021 |
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 | 5 | 2022 |
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 | 5 | 2020 |
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 | 4 | 2023 |
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 | 4 | 2022 |
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 | 3 | 2020 |
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 | 2 | 2023 |
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 | 2 | 2022 |