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Sebastian Vogel
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Efficient hardware acceleration of CNNs using logarithmic data representation with arbitrary log-base
S Vogel, M Liang, A Guntoro, W Stechele, G Ascheid
Proceedings of the International Conference on Computer-Aided Design, 1-8, 2018
772018
Automated design of error-resilient and hardware-efficient deep neural networks
C Schorn, T Elsken, S Vogel, A Runge, A Guntoro, G Ascheid
Neural Computing and Applications 32 (24), 18327-18345, 2020
592020
Self-supervised quantization of pre-trained neural networks for multiplierless acceleration
S Vogel, J Springer, A Guntoro, G Ascheid
2019 Design, Automation & Test in Europe Conference & Exhibition (DATE …, 2019
412019
Efficient acceleration of cnns for semantic segmentation on fpgas
S Vogel, J Springer, A Guntoro, G Ascheid
Proceedings of the 2019 ACM/SIGDA International Symposium on Field …, 2019
122019
Bit-shift-based accelerator for cnns with selectable accuracy and throughput
S Vogel, RB Raghunath, A Guntoro, K Van Laerhoven, G Ascheid
2019 22nd Euromicro Conference on Digital System Design (DSD), 663-667, 2019
112019
Efficient stochastic inference of bitwise deep neural networks
S Vogel, C Schorn, A Guntoro, G Ascheid
arXiv preprint arXiv:1611.06539, 2016
112016
Method and device for operating a neural network in a memory-efficient manner
A GUNTORO, A Runge, C Schorn, J Topp, S Vogel, J Schirmer
US Patent 11,715,019, 2023
62023
BOMP-NAS: Bayesian optimization mixed precision NAS
D Van Son, F De Putter, S Vogel, H Corporaal
2023 Design, Automation & Test in Europe Conference & Exhibition (DATE), 1-2, 2023
62023
Guaranteed compression rate for activations in cnns using a frequency pruning approach
S Vogel, C Schorn, A Guntoro, G Ascheid
2019 Design, Automation & Test in Europe Conference & Exhibition (DATE), 296-299, 2019
62019
Method for calculating an output of a neural network
C Schorn, S Vogel
US Patent 11,301,749, 2022
52022
Efficient hardware acceleration for approximate inference of bitwise deep neural networks
S Vogel, A Guntoro, G Ascheid
2017 Conference on Design and Architectures for Signal and Image Processing …, 2017
52017
A security scheme for dependable key insertion in mobile embedded devices
A Klimm, B Glas, M Wachs, S Vogel, KD Müller-Glaser, J Becker
International Journal of Reconfigurable Computing 2011 (1), 820454, 2011
42011
Scaling up quantization-aware neural architecture search for efficient deep learning on the edge
Y Lu, H Rayo Torres Rodriguez, S Vogel, N Van De Waterlaat, P Jancura
Proceedings of the 2023 Workshop on Compilers, Deployment, and Tooling for …, 2023
32023
Method and device for verifying a neuron function in a neural network
A GUNTORO, A Runge, C Schorn, S Vogel, J Topp, J Schirmer
US Patent 11,593,232, 2023
32023
Block-Level Surrogate Models for Inference Time Estimation in Hardware-Aware Neural Architecture Search
K Stolle, S Vogel, F van der Sommen, W Sanberg
Joint European Conference on Machine Learning and Knowledge Discovery in …, 2022
32022
An end-to-end HW/SW co-design methodology to design efficient deep neural network systems using virtual models
MJ Klaiber, S Vogel, A Acosta, R Korn, L Ecco, K Back, A Guntoro, ...
Proceedings of the INTelligent Embedded Systems Architectures and …, 2019
32019
Quantization-aware neural architecture search with hyperparameter optimization for industrial predictive maintenance applications
N van de Waterlaat, S Vogel, HRT Rodriguez, W Sanberg, G Daalderop
2023 Design, Automation & Test in Europe Conference & Exhibition (DATE), 1-2, 2023
22023
Hyperelliptic Curve Cryptoarchitecture for Fast Execution of Schnorr and Okamoto Authentication Protocols
A Klimm, S Vogel, J Becker
2011 IEEE International Symposium on Parallel and Distributed Processing …, 2011
22011
Processing unit, method and computer program for multiplication
S Vogel
US Patent 12,379,897, 2025
12025
Ultra-Low Memory Speech Denoising using Quantization-Aware Neural Architecture Search
A Vafeiadis, N van de Waterlaat, C Castel, B Defraene, G Daalderop, ...
2024 IEEE 34th International Workshop on Machine Learning for Signal …, 2024
12024
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