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Surround the Nonlinearity: Inserting Foldable Convolutional Autoencoders to Reduce Activation Footprint

Baptiste Rossigneux , Inna Kucher , Vincent Lorrain , Emmanuel Casseau
ICCVW 2023 - IEEE/CVF International Conference on Computer Vision Workshops, Oct 2023, Paris, France. pp.1399-1403, ⟨10.1109/ICCVW60793.2023.00152⟩
Communication dans un congrès hal-04400777v1

EVPS: An Automotive Video Acquisition and Processing Platform

Christophe Flouzat , Erwan Piriou , Mickael Guibert , Bojan Jovanovic , Mohamad Oussayran
Proceedings in Design, Automation and Test in Europe Conference (DATE), 2020, pp.1716-1717. ⟨10.23919/DATE48585.2020.9116332⟩
Article dans une revue hal-04465201v1

Memory Efficient Invertible Neural Networks for Class-Incremental Learning

Guillaume Hocquet , Olivier Bichler , Damien Querlioz
International Conference on Artificial Intelligence Circuits and Systems, 2021, pp.1-4. ⟨10.1109/AICAS51828.2021.9458549⟩
Article dans une revue hal-04465212v1
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Improving normalizing flows with the approximate mass for out-of-distribution detection

Samy Chali , Inna Kucher , Marc Duranton , Jacques-Olivier Klein
CVPRW 2023 - 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops, IEEE, Jun 2023, Vancouver, Canada. pp.750-758, ⟨10.1109/CVPRW59228.2023.00082⟩
Communication dans un congrès cea-04191592v1
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SamurAI: a 1.7MOPS-36GOPS Adaptive Versatile IoT Node with 15,000x Peak-to-Idle Power Reduction, 207ns Wake-up Time and 1.3TOPS/W ML Efficiency

Ivan Miro-Panades , Benoit Tain , Jean-Frédéric Christmann , David Coriat , Romain Lemaire , et al.
2020 IEEE Symposium on VLSI Circuits, Jun 2020, Honolulu, United States. ⟨10.1109/VLSICircuits18222.2020.9163000⟩
Communication dans un congrès hal-03022034v1
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Advanced 3D technologies and architectures for 3D Smart Image Sensors

Pascal Vivet , Gilles Sicard , Laurent Millet , Stephane Chevobbe , Karim Ben Chehida , et al.
DATE 2019 - Design, Automation & Test in Europe Conference & Exhibition (DATE), Mar 2019, Florence, France. pp.674-679, ⟨10.23919/DATE.2019.8714886⟩
Communication dans un congrès cea-04552862v1

Generating Efficient FPGA-based CNN Accelerators from High-Level Descriptions

Nermine Ali , Jean-Marc Philippe , Benoit Tain , Philippe Coussy
Journal of Signal Processing Systems (JSPS), 2022, pp.1. ⟨10.1007/s11265-022-01797-w⟩
Article dans une revue cea-03760568v1
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End-to-end implementation of a convolutional neural network on a 3D-integrated image sensor with macropixel array

Maria Lepecq , Thomas Dalgaty , William Fabre , Stéphane Chevobbe
Sensors, 2023, 23 (4), pp.1909. ⟨10.3390/s23041909⟩
Article dans une revue cea-03983243v2
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SpikeGrad: An ANN-equivalent Computation Model for Implementing Backpropagation with Spikes

Johannes Christian Thiele , Olivier Bichler , Antoine Dupret
ICLR International Conference on Learning Representations, 2020, ⟨10.48550/arXiv.1906.00851⟩
Article dans une revue hal-04465173v1
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Generating Efficient FPGA-based CNN Accelerators from High-Level Descriptions

Nermine Ali , Jean-Marc Philippe , Benoit Tain , Philippe Coussy
Journal of Signal Processing Systems, 2022, ⟨10.1007/s11265-022-01797-w⟩
Article dans une revue cea-03760532v1

Modular and Open Platform for Future Automotive Computing Environment

Etienne Hamelin , Raphaël David , Paul Dubrulle , Shuai Li , Philippe Doré , et al.
Multi‐Processor System‐on‐Chip 2: Applications, 1, Wiley, 2021, 9781789450224. ⟨10.1002/9781119818410.ch5⟩
Chapitre d'ouvrage hal-04483317v1
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Disentangled Loss for Low-Bit Quantization-Aware Training

Thibault Allenet , David Briand , Olivier Bichler , Olivier Sentieys
CVPR 2022 - IEEE / CVF Computer Vision and Pattern Recognition Conference, Jun 2022, New Orleans, United States. pp.2788-2792, ⟨10.1109/CVPRW56347.2022.00315⟩
Communication dans un congrès cea-03776535v1
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A comprehensive study of transfer learning under constraints

Tom Pegeot , Inna Kucher , Adrian Popescu , Bertrand Delezoide
ICCVW 2023 - 2023 IEEE/CVF International Conference on Computer Vision Workshops, Oct 2023, Paris, France. pp.1148-1157, ⟨10.1109/ICCVW60793.2023.00123⟩
Communication dans un congrès cea-04463322v1

Multiple Soft Defect Signature Magnification in Electrical Cables With Binary Time-Domain Reflectometry

Fabrice Auzanneau
IEEE Sensors Letters, 2020, 4 (7), pp.1-4. ⟨10.1109/LSENS.2020.3003078⟩
Article dans une revue hal-04465162v1

OvA-INN: Continual Learning with Invertible Neural Networks

Guillaume Hocquet , Olivier Bichler , Damien Querlioz
IJCNN Proceeds, 2020, pp.1-7. ⟨10.1109/IJCNN48605.2020.9206766⟩
Article dans une revue hal-04465205v1

From the radiance reflected by a scene to a digital picture : a compact model based simulator for image sensor design

Alix De Gouvello , Laurent Soulier , Antoine Dupret
Electronic Imaging, 2020, 32 (7), pp.329-1-329-7. ⟨10.2352/ISSN.2470-1173.2020.7.ISS-329⟩
Article dans une revue cea-04465137v1

Efficient deep learning approach for fault detection in the semiconductor industry

Liliana Lilibeth Andrade Porras , Thomas Baumela , Frédéric Pétrot , D. Briand , Olivier Bichler , et al.
ADTC 2021 - European Nanoelectronics Applications Design & Technology Conference, Jun 2021, Grenoble, France
Communication dans un congrès hal-03421323v1

A Stream Hardware Architecture for Keypoint Matching Based on a Speculative Approach

Maria Lepecq , Mehdi Darouich
Proceedings of the IEEE International Symposium on Circuits and Systems (ISCAS) 2013, 2020, pp.1-5. ⟨10.1109/ISCAS45731.2020.9180928⟩
Article dans une revue hal-04465181v1

The DeepHealth HPC Infrastructure

Eduardo Quiñones , Jesus Perales , Jorge Ejarque , Asaf Badouh , Santiago Marco , et al.
HPC, Big Data, and AI Convergence Towards Exascale, 1, CRC Press, pp.191-216, 2022, ⟨10.1201/9781003176664-10⟩
Chapitre d'ouvrage hal-04446297v1

Efficient Inference Of Image-Based Neural Network Models In Reconfigurable Systems With Pruning And Quantization

Jose Flich , Laura Medina , Izan Catalan , Carles Hernandez , Andrea Bragagnolo , et al.
IEEE International Conference on Image Processing, 2022, pp.2491-2495. ⟨10.1109/ICIP46576.2022.9897752⟩
Article dans une revue hal-04465250v1
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Image quantization towards data reduction: robustness analysis for SLAM methods on embedded platforms

Quentin Picard , Stephane Chevobbe , Mehdi Darouich , Jean-Yves Didier
ICIP 2022 - The 29th IEEE International Conference on Image Processing, Oct 2022, Bordeaux, France. pp.4158-4162, ⟨10.1109/ICIP46576.2022.9897315⟩
Communication dans un congrès cea-03858795v1
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Work-in-Progress: Smart data reduction in SLAM methods for embedded systems

Quentin Picard , Stephane Chevobbe , Mehdi Darouich , Zoe Mandelli , Mathieu Carrier , et al.
CASES 2022 - International Conferenceon Compilers, Architectures, and Synthesis for Embedded Systems, Oct 2022, Shanghai (virtual event), China. IEEE, pp.23-24, 2022, 2022 International Conference on Compilers, Architecture, and Synthesis for Embedded Systems (CASES). ⟨10.1109/CASES55004.2022.00018⟩
Poster de conférence cea-03858796v1

Event-Based, Timescale Invariant Unsupervised Online Deep Learning With STDP

Johannes Thiele , Olivier Bichler , Antoine Dupret
Frontiers in Computational Neuroscience, 2018, 12, ⟨10.3389/fncom.2018.00046⟩
Article dans une revue cea-04138014v1

Natural Amplification of Soft Defects Signatures in Cables Using Binary Time Domain Reflectometry

Fabrice Auzanneau
IEEE Sensors Journal, 2021, 21 (2), pp.937-944. ⟨10.1109/JSEN.2019.2956942⟩
Article dans une revue hal-04465220v1

Lattice Quantization

Clément Metz , Thibault Allenet , Johannes Thiele , Antoine Dupret , Olivier Bichler
Proceedings in Design, Automation and Test in Europe Conference (DATE), 2023, pp.1-2. ⟨10.23919/DATE56975.2023.10137188⟩
Article dans une revue hal-04465259v1
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SamurAI: A Versatile IoT Node With Event-Driven Wake-Up and Embedded ML Acceleration

Ivan Miro-Panades , Benoit Tain , Jean-Frederic Christmann , David Coriat , Romain Lemaire , et al.
IEEE Journal of Solid-State Circuits, 2022, pp.1. ⟨10.1109/JSSC.2022.3198505⟩
Article dans une revue hal-04061172v1

SLIM-Net: Rethinking how neural networks use systolic arrays

Thomas Dalgaty , Maria Lepecq
2023 IEEE 5th International Conference on Artificial Intelligence Circuits and Systems (AICAS), Jun 2023, Hangzhou, France. pp.1-5, ⟨10.1109/AICAS57966.2023.10168580⟩
Communication dans un congrès cea-04456061v1