Deliverables Documents, reports (5) Final evaluation of the training programme Final evaluation of the training programme Gender balance code Gender balance code Network-wide training events evaluation Networkwide training events evaluation reports Ethical guidelines Ethical guidelines Annual training reports Collection of annual training reports corresponding to the 3 years Open Research Data Pilot (1) Data management plan Data management plan Other (3) Main recruitment call Main recruitment call and list of publicity actions List of selected fellows List of selected fellows Supervisory Board Constitution of the supervisory board Websites, patent fillings, videos etc. (1) Programme website and communication tools Programme website and internal communication tools Publications Other (1) Why is FPGA-GPU Heterogeneity the Best Option for Embedded Deep Neural Networks? Author(s): Carballo-Hernández, Walther; Pelcat, Maxime; Berry, François Published in: DATE Friday Workshop on System-level Design Methods for Deep Learning on Heterogeneous Architectures (SLOHA 2021), Issue 1, 2021 Publisher: Cornell Tech DOI: 10.48550/arxiv.2102.01343 Conference proceedings (29) Is First Person Vision Challenging for Object Tracking? Author(s): Matteo Dunnhofer, Antonino Furnari, Giovanni Maria Farinella, Christian Micheloni Published in: 18th IEEE/CVF International Conference on Computer Vision Workshops, 2021 Publisher: Institute of Electrical and Electronics Engineers Inc. DOI: 10.1109/iccvw54120.2021.00304 A starting point for real-time human action detection Author(s): Liu, Yu; Yang, Fan; Ginhac, Dominique Published in: Proceedings of GRETSI 2019 XXVIIème Colloque francophone de traitement du signal et des images, Issue 1, 2019 Publisher: Gretsi VersaTile Convolutional Neural Network Mapping on FPGAs Author(s): A. Munio-Gracia, J. Fernandez-Berni, R. Carmona-Galan, A. Rodriguez-Vazquez Published in: 2020 IEEE International Symposium on Circuits and Systems (ISCAS), 2020, Page(s) 1-4, ISBN 978-1-7281-3320-1 Publisher: IEEE DOI: 10.1109/iscas45731.2020.9181037 Self Attention based multi branch Network for Person Re-Identification Author(s): Asad Munir, Christian Micheloni Published in: 2020 5th International Conference on Smart and Sustainable Technologies (SpliTech), 2020, Page(s) 1-5, ISBN 978-953-290-105-4 Publisher: IEEE DOI: 10.23919/splitech49282.2020.9243741 Compressive Imaging Using RIP-Compliant CMOS Imager Architecture and Landweber Reconstruction Author(s): Marco Trevisi, Ali Akbari, Maria Trocan, Ángel Rodríguez-Vázquez, Ricardo Carmona Published in: IEEE Transactions on Circuits and Systems for Video Technology, Issue 30/2, 2020, Page(s) 387-399, ISSN 1051-8215 Publisher: 10518215 DOI: 10.1109/tcsvt.2019.2892178 Multi Branch Siamese Network For Person Re-Identification Author(s): Asad Munir, Niki Martinel, Christian Micheloni Published in: 2020 IEEE International Conference on Image Processing (ICIP), 2020, Page(s) 2351-2355, ISBN 978-1-7281-6395-6 Publisher: IEEE DOI: 10.1109/icip40778.2020.9191115 Tracking-by-Trackers with a Distilled and Reinforced Model Author(s): Dunnhofer, Matteo MARTINEL, Niki MICHELONI, Christian Published in: Asian Conference on Computer Vision, 2020 Publisher: Computer Vision Foundation Generating Domain and Pose Variations between Pair of Cameras for Person Re-Identification Author(s): Asad Munir, Gian Luca Foresti, Christian Micheloni Published in: Proceedings of the 13th International Conference on Distributed Smart Cameras, 2019, Page(s) 1-2, ISBN 9781450371896 Publisher: ACM DOI: 10.1145/3349801.3357135 A deep residual star generative adversarial network for multi-domain image super-resolution Author(s): Rao Muhammad Umer, Asad Munir, Christian Micheloni Published in: 6th International Conference on Smart and Sustainable Technologies, 2021 Publisher: Institute of Electrical and Electronics Engineers Inc. DOI: 10.23919/splitech52315.2021.9566406 A starting point for real-time human action detection Author(s): Yu Liu; Fan Yang; Dominique Ginhac Published in: Proceedings XXVIIème Colloque francophone de traitement du signal et des images (GRETSI 2019), 2019 Publisher: Gretsi An Exploration of Target-Conditioned Segmentation Methods for Visual Object Trackers Author(s): Matteo Dunnhofer, Niki Martinel , Christian Micheloni Published in: Proceedings, 2020, ISBN 978-3-030-68237-8 Publisher: 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 Author(s): Niki Martinel, Gian Luca Foresti, Christian Micheloni Published in: Proceedings of the 12th International Conference on Distributed Smart Cameras - ICDSC '18, 2018, Page(s) 1-6, ISBN 9781-450365116 Publisher: ACM Press DOI: 10.1145/3243394.3243687 On-The-Fly Deployment of Deep Neural Networks on Heterogeneous Hardware in a Low-Cost Smart Camera Author(s): D. Velasco-Montero, J. Fernández-Berni, R. Carmona-Galán, Á. Rodríguez-Vázquez Published in: Proceedings of the 12th International Conference on Distributed Smart Cameras - ICDSC '18, 2018, Page(s) 1-2, ISBN 9781-450365116 Publisher: ACM Press DOI: 10.1145/3243394.3243705 CMOS-SPAD Camera Prototype for Single-Sensor 2D/3D Imaging Author(s): I. Vornicu, R. Carmona-Galán, Á. Rodríguez-Vázquez Published in: Proceedings of the 12th International Conference on Distributed Smart Cameras - ICDSC '18, 2018, Page(s) 1-2, ISBN 9781-450365116 Publisher: ACM Press DOI: 10.1145/3243394.3243711 Results of 'iCaveats', a Project on the Integration of Architectures and Components for Embedded Vision Author(s): 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 Published in: Proceedings of the 12th International Conference on Distributed Smart Cameras - ICDSC '18, 2018, Page(s) 1-2, ISBN 9781-450365116 Publisher: ACM Press DOI: 10.1145/3243394.3243707 CNN Performance Prediction on a CPU-based Edge Platform Author(s): D. Velasco-Montero, J. Fernández-Berni, R. Carmona-Galán, Á. Rodríguez-Vázquez Published in: Proceedings of the 13th International Conference on Distributed Smart Cameras - ICDSC 2019, 2019, Page(s) 1-2, ISBN 9781-450371896 Publisher: ACM Press DOI: 10.1145/3349801.3357131 A survey on FPGA-based high-resolution TDCs Author(s): Mojtaba Parsakordasiabi, Ion Vornicu, Ricardo Carmona-Galán, Ángel Rodríguez-Vázquez Published in: Proceedings of the 13th International Conference on Distributed Smart Cameras - ICDSC 2019, 2019, Page(s) 1-2, ISBN 9781-450371896 Publisher: ACM Press DOI: 10.1145/3349801.3357129 Impact of CNNs Pooling Layer Implementation on FPGAs Accelerator Design Author(s): A. Muñío-Gracia, J. Fernández-Berni, R. Carmona-Galán, Á. Rodríguez-Vázquez Published in: Proceedings of the 13th International Conference on Distributed Smart Cameras - ICDSC 2019, 2019, Page(s) 1-2, ISBN 9781-450371896 Publisher: 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 Author(s): Delia Velasco-Montero, Jorge Femandez-Bemi, Ricardo Carmona-Galan, Angel Rodriguez-Vazquez Published in: 2019 International Conference on Systems, Signals and Image Processing (IWSSIP), 2019, Page(s) 249-254, ISBN 978-1-7281-3227-3 Publisher: IEEE DOI: 10.1109/iwssip.2019.8787329 Towards Embedded Heterogeneous FPGA-GPU Smart Camera Architectures for CNN Inference Author(s): Walther Carballo-Hernández, François Berry, Maxime Pelcat, Miguel Arias-Estrada Published in: Proceedings of the 13th International Conference on Distributed Smart Cameras - ICDSC 2019, Issue 13, 2019, Page(s) 1-2, ISBN 9781-450371896 Publisher: ACM Press DOI: 10.1145/3349801.3357136 Dynamic Obstacle Detection in Traffic Environments Author(s): Gopi Krishna Erabati, Helder Araujo Published in: Proceedings of the 13th International Conference on Distributed Smart Cameras - ICDSC 2019, 2019, Page(s) 1-2, ISBN 9781-450371896 Publisher: ACM Press DOI: 10.1145/3349801.3357134 Accurate Single-Stream Action Detection in Real-Time Author(s): Yu Liu, Fan Yang, Dominique Ginhac Published in: Proceedings of the 13th International Conference on Distributed Smart Cameras - ICDSC 2019, 2019, Page(s) 1-6, ISBN 9781-450371896 Publisher: ACM Press DOI: 10.1145/3349801.3349821 Photon-Detection Timing-Jitter Model in Verilog-A Author(s): Juan Manuel Lopez-Martinez, Ricardo Carmona-Galan, Angel Rodriguez-Vazquez Published in: 2020 IEEE International Symposium on Circuits and Systems (ISCAS), 2020, Page(s) 1-5, ISBN 978-1-7281-3320-1 Publisher: IEEE DOI: 10.1109/iscas45731.2020.9181222 Resolution based Feature Distillation for Cross Resolution Person Re-Identification Author(s): Asad Munir, Chengjin Lyu, Bart Goossens, Wilfried Philips, Christian Micheloni Published in: 18th IEEE/CVF International Conference on Computer Vision Workshops, 2021, ISBN 978-1-6654-0191-3 Publisher: 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? Author(s): Carballo-Hernández, Walther; Pelcat, Maxime; Berry, François Published in: Proceedings of the DATE Friday Workshop on System-level Design Methods for Deep Learning on Heterogeneous Architectures (SLOHA 2021), Issue February 5, 2021, yearly publication, 2021, Page(s) 19-24 Publisher: ArXiv Vertically Stacked CMOS-Compatible Photodiodes for Scanning Electron Microscopy Author(s): Lionel C. Gontard, Juan A. Lenero-Bardallo, Francisco M. Varela-Feria, Ricardo Carmona-Galan Published in: 2020 IEEE International Symposium on Circuits and Systems (ISCAS), 2020, Page(s) 1-5, ISBN 978-1-7281-3320-1 Publisher: IEEE DOI: 10.1109/iscas45731.2020.9181208 Limitation of SPADs quantum efficiency due to the dopants concentration gradient Author(s): Juan Manuel Lopez-Martinez, Ricardo Carmona-Galan, Angel Rodriguez-Vazquez Published in: 2020 27th IEEE International Conference on Electronics, Circuits and Systems (ICECS), 2020, Page(s) 1-4, ISBN 978-1-7281-6044-3 Publisher: IEEE DOI: 10.1109/icecs49266.2020.9294798 Deep Generative Adversarial Residual Convolutional Networks for Real-World Super-Resolution Author(s): Rao Muhammad Umer, Gian Luca Foresti, Christian Micheloni Published in: 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), 2020, Page(s) 1769-1777, ISBN 978-1-7281-9360-1 Publisher: IEEE DOI: 10.1109/cvprw50498.2020.00227 Cellular-Neural-Network Focal-Plane Processor as Pre-Processor for ConvNet Inference Author(s): Lionel C. Gontard, Ricardo Carmona-Galan, Angel Rodriguez-Vazquez Published in: 2020 IEEE International Symposium on Circuits and Systems (ISCAS), 2020, Page(s) 1-5, ISBN 978-1-7281-3320-1 Publisher: IEEE DOI: 10.1109/iscas45731.2020.9181102 Peer reviewed articles (12) PreVIous: A Methodology for Prediction of Visual Inference Performance on IoT Devices Author(s): Delia Velasco-Montero, Jorge Fernandez-Berni, Ricardo Carmona-Galan, Angel Rodriguez-Vazquez Published in: IEEE Internet of Things Journal, Issue 7/10, 2020, Page(s) 9227-9240, ISSN 2327-4662 Publisher: Institute of Electrical and Electronics Engineers Inc. DOI: 10.1109/jiot.2020.2981684 Fixed Pattern Noise Analysis for Feature Descriptors in CMOS APS Images Author(s): Juan Zapata-Pérez, Ginés Doménech-Asensi, Ramón Ruiz-Merino, Jose Javier Martínez-Álvarez, Jorge Fernández-Berni, Ricardo Carmona-Galán Published in: Sensing and Imaging, Issue 21/1, 2020, ISSN 1557-2064 Publisher: Springer Verlag DOI: 10.1007/s11220-020-0278-3 Impact of Thermal Throttling on Long-Term Visual Inference in a CPU-Based Edge Device Author(s): Théo Benoit-Cattin, Delia Velasco-Montero, Jorge Fernández-Berni Published in: Electronics, Issue 9/12, 2020, Page(s) 2106, ISSN 2079-9292 Publisher: MDPI DOI: 10.3390/electronics9122106 Weakly-Supervised Domain Adaptation of Deep Regression Trackers via Reinforced Knowledge Distillation Author(s): Matteo Dunnhofer, Niki Martinel, Christian Micheloni Published in: IEEE ROBOTICS AND AUTOMATION LETTER, 2021, ISSN 2377-3766 Publisher: IEEE DOI: 10.1109/lra.2021.3070816 Consistent attentive dual branch network for person re-identification Author(s): Asad Munir, Niki Martinel, Christian Micheloni Published in: Multimedia Tools and Applications, 2022, Page(s) 1-18, ISSN 1380-7501 Publisher: Kluwer Academic Publishers DOI: 10.1007/s11042-022-12732-3 Deep Pyramidal Pooling With Attention for Person Re-Identification Author(s): Niki Martinel, Gian Luca Foresti, Christian Micheloni Published in: IEEE Transactions on Image Processing, Issue 29, 2020, Page(s) 7306-7316, ISSN 1057-7149 Publisher: 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 Author(s): Yu Liu, Fan Yang, Dominique Ginhac Published in: Pattern Recognition Letters, Issue 145, 2021, Page(s) 118-126, ISSN 0167-8655 Publisher: 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 Author(s): Ion Vornicu, Angela Darie, Ricardo Carmona-Galan, Angel Rodriguez-Vazquez Published in: IEEE Sensors Journal, Issue 19/6, 2019, Page(s) 2181-2190, ISSN 1530-437X Publisher: Institute of Electrical and Electronics Engineers DOI: 10.1109/jsen.2018.2885960 Optimum Selection of DNN Model and Framework for Edge Inference Author(s): Delia Velasco-Montero, Jorge Fernandez-Berni, Ricardo Carmona-Galan, Angel Rodriguez-Vazquez Published in: IEEE Access, Issue 6, 2018, Page(s) 51680-51692, ISSN 2169-3536 Publisher: Institute of Electrical and Electronics Engineers Inc. DOI: 10.1109/access.2018.2869929 Cost-Effective CNNs for Real-Time Micro-Expression Recognition Author(s): Reda Belaiche, Yu Liu, Cyrille Migniot, Dominique Ginhac, Fan Yang Published in: Applied Sciences, Issue 10/14, 2020, Page(s) 4959, ISSN 2076-3417 Publisher: MDPI DOI: 10.3390/app10144959 Performance Assessment of Deep Learning Frameworks through Metrics of Hardware Exploitation on a CPU-based Embedded Platform Author(s): Delia Velasco-Montero, Jorge Fernández-Berni, Ricardo Carmona-Galán and Ángel Rodríguez-Vázquez Published in: Journal of Electrical and Computer Engineering Systems, Issue vol. 11, no. 1, 2020, Page(s) pp. 1-11, ISSN 1847-7003 Publisher: FERIT DOI: 10.32985/ijeces.11.1.1 A Low-Resources TDC for Multi-Channel Direct ToF Readout Based on a 28-nm FPGA Author(s): Mojtaba Parsakordasiabi, Ion Vornicu, Ángel Rodríguez-Vázquez, Ricardo Carmona-Galán Published in: Sensors, Issue 21/1, 2021, Page(s) 308, ISSN 1424-8220 Publisher: Multidisciplinary Digital Publishing Institute (MDPI) DOI: 10.3390/s21010308 Book chapters (2) Optimum Network/Framework Selection from High-Level Specifications in Embedded Deep Learning Vision Applications Author(s): Delia Velasco-Montero, Jorge Fernández-Berni, Ricardo Carmona-Galán, Ángel Rodríguez-Vázquez Published in: Advanced Concepts for Intelligent Vision Systems - 19th International Conference, ACIVS 2018, Poitiers, France, September 24–27, 2018, Proceedings, Issue 11182, 2018, Page(s) 369-379, ISBN 978-3-030-01448-3 Publisher: 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 Author(s): Chengjin Lyu, Patrick Heyer-Wollenberg, Ljiljana Platisa, Bart Goossens, Peter Veelaert, Wilfried Philips Published in: Advanced Concepts for Intelligent Vision Systems - 20th International Conference, ACIVS 2020, Auckland, New Zealand, February 10–14, 2020, Proceedings, Issue 12002, 2020, Page(s) 179-191, ISSN 0302-9743 Publisher: Springer International Publishing DOI: 10.1007/978-3-030-40605-9_16 Searching for OpenAIRE data... 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