H2020 MSCA Innovative Training Network for the research on Advanced Hardware/Software Components for Integrated/Embedded Vision Systems

Publications

Journal papers (indexed)

Yu Liu, Fan Yang, Dominique Ginhac, “ACDnet: An action detection network for real-time edge computing based on flow-guided feature approximation and memory aggregation”. Pattern Recognition Letters, 145, 118-126, 2021, DOI 10.1016/j.patrec.2021.02.001.

M. Parsakordasiabi, I. Vornicu, Á. Rodríguez-Vázquez and R. Carmona-Galán, “A Low-Resources TDC for Multi-Channel Direct ToF Readout Based on a 28-nm FPGA”. Sensors, vol. 21, issue 1, pp. 308, 2021. DOI 10.3390/s21010308.

T. Benoit-Cattin, D. Velasco-Montero and J. Fernández-Berni, "Impact of Thermal Throttling on Long-Term Visual Inference in a CPU-based Edge Device". Electronics (MDPI), 9 (12), 2106, Dec. 2020. DOI 10.3390/electronics9122106.

R. Muhammad, U. Gian, L. Foresti and Ch. Micheloni, “Deep Pyramidal Pooling With Attention for Person Re-Identification”, IEEE Transactions on Image Processing, 29, pp. 7306-7316, 2020.  ISSN: 1941-0042, DOI: 10.1109/TIP.2020.3000904.

D. Velasco-Montero, J. Fernández-Berni, R. Carmona-Galán and Á. Rodríguez-Vázquez, “PreVIous: A Methodology for Prediction of Visual Inference Performance on IoT Devices,” IEEE Internet of Things Journal, vol. 7, no. 10, pp. 9227-9240, 2020. ISSN: 2327-4662. DOI 10.1109/JIOT.2020.2981684.

J. Zapata, G. Doménech-Asensi, R. Ruiz-Merino, J. J. Martínez-Álvarez, J. Fernández-Berni and R. Carmona-Galán, “Fixed Pattern Noise Analysis for Feature Descriptors in CMOS APS Images,” Sensing and Imaging (Springer), vol. 21, no. 14, 2020. ISSN: 1557-2072. DOI 10.1007/s11220-020-0278-3.

M. Trevisi, A. Akbari, M. Trocan, Á. Rodríguez-Vázquez and R. Carmona-Galán, "Compressive Imaging using RIP-compliant CMOS Imager Architecture and Landweber Reconstruction", IEEE Transactions on Circuits and Systems for Video Technology, vol. 30, no. 2, pp: 387-399, Feb. 2020.

D. Velasco-Montero, J. Fernández-Berni, R. Carmona-Galán and Á. Rodríguez-Vázquez,"Performance Assessment of Deep Learning Frameworks through Metrics of Hardware Exploitation on a CPU-based Embedded Platform, “ International Journal of Electrical and Computer Engineering Systems, vol. 11, no. 1, pp. 1-11, 2020. Invited paper from 26th IEEE International Conference on Systems, Signals and Image Processing (IWSSIP), Osijek, Croatia, June 2019. DOI 10.32985/ijeces.11.1.1.

I. Vornicu, A. Darie, R. Carmona-Galán and Á. Rodríguez-Vázquez, "Compact Real-Time Inter-Frame Histogram Builder for 15-Bits High-Speed ToF-Imagers based on Single-Photon Detection", IEEE Sensors Journal, vol. 19, no. 6, pp: 2181-2190, Mar. 2019.                                                              DOI 10.1109/JSEN.2018.2885960

D. Velasco-Montero, J. Fernández-Berni, R. Carmona-Galán and Á. Rodríguez-Vázquez, “Optimum Selection of DNN Model and Framework for Edge Inference,” IEEE Access, vol. 6, no. 1, Sept. 2018. ISSN: 2169-3536. DOI 10.1109/ACCESS.2018.2869929.

 

International conference

W. Carballo-Hernández, M. Pelcat, F. Berry, “Why is FPGA-GPU Heterogeneity the Best Option for Embedded Deep Neural Networks?”, DATE Friday Workshop on System-level Design Methods for Deep Learning on Heterogeneous Architectures (SLOHA), Virtual, February 5, 2021

M. Dunnhofer, N. Martinel and Ch. Micheloni, “Tracking-by-Trackers with a Distilled and Reinforced Model”, Asian Conference on Computer Vision, Nov-Dec. 2020, Kyoto (Japan)

A. Munir, N. Martinel and Ch. Micheloni, “Multi Branch Siamese Network for Person Re-Identification”, 2020 IEEE International Conference on Image Processing (ICIP), United Arab Emirates, October 2020.

A. Munir and Ch. Micheloni, “Self Attention based multi branch Network for Person Re-Identification”, 2020 5th International Conference on Smart and Sustainable Technologies (SpliTech), Split (Croatia), June 2020.

R. Muhammad, G. L. Foresti and Ch. Micheloni, “Deep Generative Adversarial Residual Convolutional Networks for Real-World Super-Resolution”, IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), June 2020

J.M. López-Martínez, R. Carmona-Galán and Á. Rodríguez-Vázquez, “Limitation of SPADs quantum efficiency due to the dopants concentration gradient”, IEEE International Conference on Electronics, Circuits and Systems (ICECS), virtual, Nov. 2020. DOI 10.1109/ICECS49266.2020. 9294798.

L. Gontard, R. Carmona-Galán and Á. Rodríguez-Vázquez, "Cellular-Neural-Network Focal-Plane Processor as Pre-Processor for ConvNet Inference", IEEE International Symposium on Circuits and Systems (ISCAS), virtual, Oct. 2020. DOI 10.1109/ISCAS45731.2020.9181102

L. Gontard, J.A. Leñero-Bardallo, F. Varela-Feria and R. Carmona-Galán, "Vertically Stacked CMOS-compatible Photodiodes for Scanning Electron Microscopy", IEEE International Symposium on Circuits and Systems (ISCAS), virtual, Oct. 2020. DOI 10.1109/ISCAS45731.2020.9181208.

J.M. López-Martínez, R. Carmona-Galán and Á. Rodríguez-Vázquez, "Photon-Detection Timing-Jitter Model in Verilog-A", IEEE International Symposium on Circuits and Systems (ISCAS), virtual, Oct. 2020. DOI 10.1109/ISCAS45731.2020.9181222

Ch. Lyu, P. Heyer Wollenberg, L. Platiša, B. Goossens, P. Veelaert and W. Philips. “Clip-level Feature Aggregation: A Key Factor for Video-based Person Re-Identification.” in Advanced Concepts for Intelligent Vision Systems (ACIVS 2020), Auckland, New Zealand, February 11-15, 2020. Lecture Notes on Computer Science 12002 (Springer), pp. 179-191, 2020.

A. Muñío-Gracia, J. Fernández-Berni, R. Carmona-Galán and Á. Rodríguez-Vázquez, “VersaTile Convolutional Neural Network Mapping on FPGAs,". EEE International Symposium on Circuits and Systems (ISCAS), Seville, Spain, October 2020. DOI 10.1109/iscas45731.2020.9181037

Y. Liu, F. Yang and D. Ginhac. “Accurate Single-Stream Action Detection in Real-Time”in ACM Int. Conf. on Distributed Smart Cameras (ICDSC), Trento, Italy, September 2019.

G. Krishna Erabati and H. Araujo. "Dynamic Obstacle Detection in Traffic Environments" in ACM Int. Conf. on Distributed Smart Cameras (ICDSC), Trento, Italy, September 2019.

W. Carballo-Hernández,  F. Berry,  M. Pelcat and M. Arias-Estrada. “Towards Embedded Heterogeneous FPGA-GPU Smart Camera Architectures for CNN Inference,” in ACM Int. Conf. on Distributed Smart Cameras (ICDSC), Trento, Italy, September 2019.

A. Munir, G. L. Foresti and Ch. Micheloni, “Generating Domain and Pose Variations between Pair of Cameras for Person Re-Identification”, in ACM Int. Conf. on Distributed Smart Cameras (ICDSC), Trento, Italy, September 2019.

D. Velasco-Montero, J. Fernández-Berni, R. Carmona-Galán and Á. Rodríguez-Vázquez, “Demo: CNN Performance Prediction on a CPU-based Edge Platform,” in ACM Int. Conf. on Distributed Smart Cameras (ICDSC), Trento, Italy, September 2019.

M. Parsakordasiabi, I. Vornicu, R. Carmona-Galán and Á. Rodríguez-Vázquez, “PhD Forum: A survey on FPGA-based high-resolution TDCs,” in ACM Int. Conf. on Distributed Smart Cameras (ICDSC), Trento, Italy, September 2019.

A. Muñío-Gracia, J. Fernández-Berni, R. Carmona-Galán and Á. Rodríguez-Vázquez, “PhD Forum: Impact of CNNs Pooling Layer Implementation on FPGAs Accelerator Design,” in ACM Int. Conf. on Distributed Smart Cameras (ICDSC), Trento, Italy, September 2019.

Y. Liu, F. Yang and D. Ginhac, “A starting point for real-time human action detection”, XXVIIème Colloque francophone de traitement du signal et des images (GRETSI 2019), Lille France), August 2019.

D. Velasco-Montero, J. Fernández-Berni, R. Carmona-Galán and Á. Rodríguez-Vázquez, “On the Correlation of CNN Performance and Hardware Metrics for Visual Inference on a Low-Cost CPU-based Platform,” in 26th IEEE International Conference on Systems, Signals and Image Processing (IWSSIP), Osijek, Croatia, June 2019.

N. Martinel, G.L. Foresti and Ch. Micheloni. "Unsupervised Hashing with Neural Trees for Image Retrieval and Person Re-Identification". ACM International Conference on Distributed Smart Cameras (ICDSC'18), Eindhoven (Netherlands) Sept. 2018.

R. Carmona-Galán, J. Fernández-Berni, Á. Rodríguez-Vázquez, P. López, V. M. Brea, D. Cabello, G. Domenech-Asensi, R. Ruiz-Merino and J. Zapata-Pérez, "Demo: Results of iCaveats, a Project on the Integration of Architectures and Components for Embedded Vision". ACM International Conference on Distributed Smart Cameras (ICDSC'18), Eindhoven (Netherlands) Sept. 2018.

I. Vornicu, R. Carmona-Galán and Á. Rodríguez-Vázquez, "Demo: CMOS-SPAD Camera Prototype for Single-Sensor 2D/3D Imaging". ACM International Conference on Distributed Smart Cameras (ICDSC'18), Eindhoven (Netherlands) Sept. 2018.

D. Velasco-Montero, J. Fernández-Berni, R. Carmona-Galán and Á. Rodríguez-Vázquez, “Optimum Network/Framework Selection from High-Level Specifications in Embedded Deep Learning Vision Applications,” in Advanced Concepts for Intelligent Vision Systems (ACIVS), Poitiers, France, September 2018, ISBN 978-3-030-01448-3, Lecture Notes on Computer Science 11182 (Springer), pp. 369–379, 2018.

D. Velasco-Montero, J. Fernández-Berni, R. Carmona-Galán and Á. Rodríguez-Vázquez, "On-The-Fly Deployment of Deep Neural Networks on Heterogeneous Hardware in a Low-Cost Smart Camera,” in ACM Int. Conf. on Distributed Smart Cameras (ICDSC), Eindhoven, Netherlands, Sept. 2018.