AdvanCed Hardware/Software Components for Integrated/Embedded Vision SystEms

Resultado final

Final evaluation of the training programme
Gender balance code
Network-wide training events evaluation

Networkwide training events evaluation reports

Ethical guidelines
Annual training reports

Collection of annual training reports corresponding to the 3 years

Data management plan

Main recruitment call

Main recruitment call and list of publicity actions

List of selected fellows
Supervisory Board

Constitution of the supervisory board

Programme website and communication tools

Programme website and internal communication tools

Publicaciones

Why is FPGA-GPU Heterogeneity the Best Option for Embedded Deep Neural Networks?

Autores: Carballo-Hernández, Walther; Pelcat, Maxime; Berry, François
Publicado en: DATE Friday Workshop on System-level Design Methods for Deep Learning on Heterogeneous Architectures (SLOHA 2021), Edición 1, 2021
Editor: Cornell Tech
DOI: 10.48550/arxiv.2102.01343

Is First Person Vision Challenging for Object Tracking?

Autores: Matteo Dunnhofer, Antonino Furnari, Giovanni Maria Farinella, Christian Micheloni
Publicado en: 18th IEEE/CVF International Conference on Computer Vision Workshops, 2021
Editor: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/iccvw54120.2021.00304

A starting point for real-time human action detection

Autores: Liu, Yu; Yang, Fan; Ginhac, Dominique
Publicado en: Proceedings of GRETSI 2019 XXVIIème Colloque francophone de traitement du signal et des images, Edición 1, 2019
Editor: Gretsi

VersaTile Convolutional Neural Network Mapping on FPGAs

Autores: A. Munio-Gracia, J. Fernandez-Berni, R. Carmona-Galan, A. Rodriguez-Vazquez
Publicado en: 2020 IEEE International Symposium on Circuits and Systems (ISCAS), 2020, Página(s) 1-4, ISBN 978-1-7281-3320-1
Editor: IEEE
DOI: 10.1109/iscas45731.2020.9181037

Self Attention based multi branch Network for Person Re-Identification

Autores: Asad Munir, Christian Micheloni
Publicado en: 2020 5th International Conference on Smart and Sustainable Technologies (SpliTech), 2020, Página(s) 1-5, ISBN 978-953-290-105-4
Editor: IEEE
DOI: 10.23919/splitech49282.2020.9243741

Compressive Imaging Using RIP-Compliant CMOS Imager Architecture and Landweber Reconstruction

Autores: Marco Trevisi, Ali Akbari, Maria Trocan, Ángel Rodríguez-Vázquez, Ricardo Carmona
Publicado en: IEEE Transactions on Circuits and Systems for Video Technology, Edición 30/2, 2020, Página(s) 387-399, ISSN 1051-8215
Editor: 10518215
DOI: 10.1109/tcsvt.2019.2892178

Multi Branch Siamese Network For Person Re-Identification

Autores: Asad Munir, Niki Martinel, Christian Micheloni
Publicado en: 2020 IEEE International Conference on Image Processing (ICIP), 2020, Página(s) 2351-2355, ISBN 978-1-7281-6395-6
Editor: IEEE
DOI: 10.1109/icip40778.2020.9191115

Tracking-by-Trackers with a Distilled and Reinforced Model

Autores: Dunnhofer, Matteo MARTINEL, Niki MICHELONI, Christian
Publicado en: Asian Conference on Computer Vision, 2020
Editor: Computer Vision Foundation

Generating Domain and Pose Variations between Pair of Cameras for Person Re-Identification

Autores: Asad Munir, Gian Luca Foresti, Christian Micheloni
Publicado en: Proceedings of the 13th International Conference on Distributed Smart Cameras, 2019, Página(s) 1-2, ISBN 9781450371896
Editor: ACM
DOI: 10.1145/3349801.3357135

A deep residual star generative adversarial network for multi-domain image super-resolution

Autores: Rao Muhammad Umer, Asad Munir, Christian Micheloni
Publicado en: 6th International Conference on Smart and Sustainable Technologies, 2021
Editor: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.23919/splitech52315.2021.9566406

An Exploration of Target-Conditioned Segmentation Methods for Visual Object Trackers

Autores: Matteo Dunnhofer, Niki Martinel , Christian Micheloni
Publicado en: Proceedings, 2020, ISBN 978-3-030-68237-8
Editor: Springer Science and Business Media Deutschland GmbH
DOI: 10.1007/978-3-030-68238-5_41

Unsupervised Hashing with Neural Trees for Image Retrieval and Person Re-Identification

Autores: Niki Martinel, Gian Luca Foresti, Christian Micheloni
Publicado en: Proceedings of the 12th International Conference on Distributed Smart Cameras - ICDSC '18, 2018, Página(s) 1-6, ISBN 9781-450365116
Editor: ACM Press
DOI: 10.1145/3243394.3243687

On-The-Fly Deployment of Deep Neural Networks on Heterogeneous Hardware in a Low-Cost Smart Camera

Autores: D. Velasco-Montero, J. Fernández-Berni, R. Carmona-Galán, Á. Rodríguez-Vázquez
Publicado en: Proceedings of the 12th International Conference on Distributed Smart Cameras - ICDSC '18, 2018, Página(s) 1-2, ISBN 9781-450365116
Editor: ACM Press
DOI: 10.1145/3243394.3243705

CMOS-SPAD Camera Prototype for Single-Sensor 2D/3D Imaging

Autores: I. Vornicu, R. Carmona-Galán, Á. Rodríguez-Vázquez
Publicado en: Proceedings of the 12th International Conference on Distributed Smart Cameras - ICDSC '18, 2018, Página(s) 1-2, ISBN 9781-450365116
Editor: ACM Press
DOI: 10.1145/3243394.3243711

Results of 'iCaveats', a Project on the Integration of Architectures and Components for Embedded Vision

Autores: R. Carmona-Galán, J. Fernández-Berni, Á. Rodríguez-Vázquez, P. Lopez-Martínez, V. M. Brea-Sánchez, D. Cabello-Ferrer, G. Domenech-Asensi, R. Ruiz-Merino, J. Zapata-Pérez
Publicado en: Proceedings of the 12th International Conference on Distributed Smart Cameras - ICDSC '18, 2018, Página(s) 1-2, ISBN 9781-450365116
Editor: ACM Press
DOI: 10.1145/3243394.3243707

CNN Performance Prediction on a CPU-based Edge Platform

Autores: D. Velasco-Montero, J. Fernández-Berni, R. Carmona-Galán, Á. Rodríguez-Vázquez
Publicado en: Proceedings of the 13th International Conference on Distributed Smart Cameras - ICDSC 2019, 2019, Página(s) 1-2, ISBN 9781-450371896
Editor: ACM Press
DOI: 10.1145/3349801.3357131

A survey on FPGA-based high-resolution TDCs

Autores: Mojtaba Parsakordasiabi, Ion Vornicu, Ricardo Carmona-Galán, Ángel Rodríguez-Vázquez
Publicado en: Proceedings of the 13th International Conference on Distributed Smart Cameras - ICDSC 2019, 2019, Página(s) 1-2, ISBN 9781-450371896
Editor: ACM Press
DOI: 10.1145/3349801.3357129

Impact of CNNs Pooling Layer Implementation on FPGAs Accelerator Design

Autores: A. Muñío-Gracia, J. Fernández-Berni, R. Carmona-Galán, Á. Rodríguez-Vázquez
Publicado en: Proceedings of the 13th International Conference on Distributed Smart Cameras - ICDSC 2019, 2019, Página(s) 1-2, ISBN 9781-450371896
Editor: ACM Press
DOI: 10.1145/3349801.3357130

On the Correlation of CNN Performance and Hardware Metrics for Visual Inference on a Low-Cost CPU-based Platform

Autores: Delia Velasco-Montero, Jorge Femandez-Bemi, Ricardo Carmona-Galan, Angel Rodriguez-Vazquez
Publicado en: 2019 International Conference on Systems, Signals and Image Processing (IWSSIP), 2019, Página(s) 249-254, ISBN 978-1-7281-3227-3
Editor: IEEE
DOI: 10.1109/iwssip.2019.8787329

Towards Embedded Heterogeneous FPGA-GPU Smart Camera Architectures for CNN Inference

Autores: Walther Carballo-Hernández, François Berry, Maxime Pelcat, Miguel Arias-Estrada
Publicado en: Proceedings of the 13th International Conference on Distributed Smart Cameras - ICDSC 2019, Edición 13, 2019, Página(s) 1-2, ISBN 9781-450371896
Editor: ACM Press
DOI: 10.1145/3349801.3357136

Dynamic Obstacle Detection in Traffic Environments

Autores: Gopi Krishna Erabati, Helder Araujo
Publicado en: Proceedings of the 13th International Conference on Distributed Smart Cameras - ICDSC 2019, 2019, Página(s) 1-2, ISBN 9781-450371896
Editor: ACM Press
DOI: 10.1145/3349801.3357134

Accurate Single-Stream Action Detection in Real-Time

Autores: Yu Liu, Fan Yang, Dominique Ginhac
Publicado en: Proceedings of the 13th International Conference on Distributed Smart Cameras - ICDSC 2019, 2019, Página(s) 1-6, ISBN 9781-450371896
Editor: ACM Press
DOI: 10.1145/3349801.3349821

Photon-Detection Timing-Jitter Model in Verilog-A

Autores: Juan Manuel Lopez-Martinez, Ricardo Carmona-Galan, Angel Rodriguez-Vazquez
Publicado en: 2020 IEEE International Symposium on Circuits and Systems (ISCAS), 2020, Página(s) 1-5, ISBN 978-1-7281-3320-1
Editor: IEEE
DOI: 10.1109/iscas45731.2020.9181222

Resolution based Feature Distillation for Cross Resolution Person Re-Identification

Autores: Asad Munir, Chengjin Lyu, Bart Goossens, Wilfried Philips, Christian Micheloni
Publicado en: 18th IEEE/CVF International Conference on Computer Vision Workshops, 2021, ISBN 978-1-6654-0191-3
Editor: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/iccvw54120.2021.00036

Why is FPGA-GPU Heterogeneity the Best Option for Embedded Deep Neural Networks?

Autores: Carballo-Hernández, Walther; Pelcat, Maxime; Berry, François
Publicado en: Proceedings of the DATE Friday Workshop on System-level Design Methods for Deep Learning on Heterogeneous Architectures (SLOHA 2021), Edición February 5, 2021, yearly publication, 2021, Página(s) 19-24
Editor: ArXiv

Vertically Stacked CMOS-Compatible Photodiodes for Scanning Electron Microscopy

Autores: Lionel C. Gontard, Juan A. Lenero-Bardallo, Francisco M. Varela-Feria, Ricardo Carmona-Galan
Publicado en: 2020 IEEE International Symposium on Circuits and Systems (ISCAS), 2020, Página(s) 1-5, ISBN 978-1-7281-3320-1
Editor: IEEE
DOI: 10.1109/iscas45731.2020.9181208

Limitation of SPADs quantum efficiency due to the dopants concentration gradient

Autores: Juan Manuel Lopez-Martinez, Ricardo Carmona-Galan, Angel Rodriguez-Vazquez
Publicado en: 2020 27th IEEE International Conference on Electronics, Circuits and Systems (ICECS), 2020, Página(s) 1-4, ISBN 978-1-7281-6044-3
Editor: IEEE
DOI: 10.1109/icecs49266.2020.9294798

Deep Generative Adversarial Residual Convolutional Networks for Real-World Super-Resolution

Autores: Rao Muhammad Umer, Gian Luca Foresti, Christian Micheloni
Publicado en: 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), 2020, Página(s) 1769-1777, ISBN 978-1-7281-9360-1
Editor: IEEE
DOI: 10.1109/cvprw50498.2020.00227

Cellular-Neural-Network Focal-Plane Processor as Pre-Processor for ConvNet Inference

Autores: Lionel C. Gontard, Ricardo Carmona-Galan, Angel Rodriguez-Vazquez
Publicado en: 2020 IEEE International Symposium on Circuits and Systems (ISCAS), 2020, Página(s) 1-5, ISBN 978-1-7281-3320-1
Editor: IEEE
DOI: 10.1109/iscas45731.2020.9181102

PreVIous: A Methodology for Prediction of Visual Inference Performance on IoT Devices

Autores: Delia Velasco-Montero, Jorge Fernandez-Berni, Ricardo Carmona-Galan, Angel Rodriguez-Vazquez
Publicado en: IEEE Internet of Things Journal, Edición 7/10, 2020, Página(s) 9227-9240, ISSN 2327-4662
Editor: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/jiot.2020.2981684

Fixed Pattern Noise Analysis for Feature Descriptors in CMOS APS Images

Autores: Juan Zapata-Pérez, Ginés Doménech-Asensi, Ramón Ruiz-Merino, Jose Javier Martínez-Álvarez, Jorge Fernández-Berni, Ricardo Carmona-Galán
Publicado en: Sensing and Imaging, Edición 21/1, 2020, ISSN 1557-2064
Editor: Springer Verlag
DOI: 10.1007/s11220-020-0278-3

Impact of Thermal Throttling on Long-Term Visual Inference in a CPU-Based Edge Device

Autores: Théo Benoit-Cattin, Delia Velasco-Montero, Jorge Fernández-Berni
Publicado en: Electronics, Edición 9/12, 2020, Página(s) 2106, ISSN 2079-9292
Editor: MDPI
DOI: 10.3390/electronics9122106

Weakly-Supervised Domain Adaptation of Deep Regression Trackers via Reinforced Knowledge Distillation

Autores: Matteo Dunnhofer, Niki Martinel, Christian Micheloni
Publicado en: IEEE ROBOTICS AND AUTOMATION LETTER, 2021, ISSN 2377-3766
Editor: IEEE
DOI: 10.1109/lra.2021.3070816

Consistent attentive dual branch network for person re-identification

Autores: Asad Munir, Niki Martinel, Christian Micheloni
Publicado en: Multimedia Tools and Applications, 2022, Página(s) 1-18, ISSN 1380-7501
Editor: Kluwer Academic Publishers
DOI: 10.1007/s11042-022-12732-3

Deep Pyramidal Pooling With Attention for Person Re-Identification

Autores: Niki Martinel, Gian Luca Foresti, Christian Micheloni
Publicado en: IEEE Transactions on Image Processing, Edición 29, 2020, Página(s) 7306-7316, ISSN 1057-7149
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tip.2020.3000904

ACDnet: An action detection network for real-time edge computing based on flow-guided feature approximation and memory aggregation

Autores: Yu Liu, Fan Yang, Dominique Ginhac
Publicado en: Pattern Recognition Letters, Edición 145, 2021, Página(s) 118-126, ISSN 0167-8655
Editor: Elsevier BV
DOI: 10.1016/j.patrec.2021.02.001

Compact Real-Time Inter-Frame Histogram Builder for 15-Bits High-Speed ToF-Imagers Based on Single-Photon Detection

Autores: Ion Vornicu, Angela Darie, Ricardo Carmona-Galan, Angel Rodriguez-Vazquez
Publicado en: IEEE Sensors Journal, Edición 19/6, 2019, Página(s) 2181-2190, ISSN 1530-437X
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/jsen.2018.2885960

Optimum Selection of DNN Model and Framework for Edge Inference

Autores: Delia Velasco-Montero, Jorge Fernandez-Berni, Ricardo Carmona-Galan, Angel Rodriguez-Vazquez
Publicado en: IEEE Access, Edición 6, 2018, Página(s) 51680-51692, ISSN 2169-3536
Editor: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2018.2869929

Lord of the Rings: Hanoi Pooling and Self-Knowledge Distillation for Fast and Accurate Vehicle Re-Identification

Autores: Niki Martinel ,Matteo Dunnhofer, Rita Pucci, Gian Luca Foresti, Christian Micheloni
Publicado en: IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2021, ISSN 1551-3203
Editor: Institute of Electrical and Electronics Engineers

Cost-Effective CNNs for Real-Time Micro-Expression Recognition

Autores: Reda Belaiche, Yu Liu, Cyrille Migniot, Dominique Ginhac, Fan Yang
Publicado en: Applied Sciences, Edición 10/14, 2020, Página(s) 4959, ISSN 2076-3417
Editor: MDPI
DOI: 10.3390/app10144959

Performance Assessment of Deep Learning Frameworks through Metrics of Hardware Exploitation on a CPU-based Embedded Platform

Autores: Delia Velasco-Montero, Jorge Fernández-Berni, Ricardo Carmona-Galán and Ángel Rodríguez-Vázquez
Publicado en: Journal of Electrical and Computer Engineering Systems, Edición vol. 11, no. 1, 2020, Página(s) pp. 1-11, ISSN 1847-7003
Editor: FERIT
DOI: 10.32985/ijeces.11.1.1

A Low-Resources TDC for Multi-Channel Direct ToF Readout Based on a 28-nm FPGA

Autores: Mojtaba Parsakordasiabi, Ion Vornicu, Ángel Rodríguez-Vázquez, Ricardo Carmona-Galán
Publicado en: Sensors, Edición 21/1, 2021, Página(s) 308, ISSN 1424-8220
Editor: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/s21010308

Optimum Network/Framework Selection from High-Level Specifications in Embedded Deep Learning Vision Applications

Autores: Delia Velasco-Montero, Jorge Fernández-Berni, Ricardo Carmona-Galán, Ángel Rodríguez-Vázquez
Publicado en: Advanced Concepts for Intelligent Vision Systems - 19th International Conference, ACIVS 2018, Poitiers, France, September 24–27, 2018, Proceedings, Edición 11182, 2018, Página(s) 369-379, ISBN 978-3-030-01448-3
Editor: Springer International Publishing
DOI: 10.1007/978-3-030-01449-0_31

Clip-Level Feature Aggregation: A Key Factor for Video-Based Person Re-identification

Autores: Chengjin Lyu, Patrick Heyer-Wollenberg, Ljiljana Platisa, Bart Goossens, Peter Veelaert, Wilfried Philips
Publicado en: Advanced Concepts for Intelligent Vision Systems - 20th International Conference, ACIVS 2020, Auckland, New Zealand, February 10–14, 2020, Proceedings, Edición 12002, 2020, Página(s) 179-191, ISSN 0302-9743
Editor: Springer International Publishing
DOI: 10.1007/978-3-030-40605-9_16

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