| fpgaConvNet: A framework for mapping convolutional neural networks on FPGAs SI Venieris, CS Bouganis 2016 IEEE 24th Annual International Symposium on Field-Programmable Custom …, 2016 | 322 | 2016 |
| Toolflows for mapping convolutional neural networks on FPGAs: A survey and future directions SI Venieris, A Kouris, CS Bouganis ACM Computing Surveys (CSUR) 51 (3), 1-39, 2018 | 228 | 2018 |
| fpgaConvNet: Mapping regular and irregular convolutional neural networks on FPGAs SI Venieris, CS Bouganis IEEE transactions on neural networks and learning systems 30 (2), 326-342, 2018 | 142 | 2018 |
| DroNet: Efficient convolutional neural network detector for real-time UAV applications C Kyrkou, G Plastiras, T Theocharides, SI Venieris, CS Bouganis 2018 Design, Automation & Test in Europe Conference & Exhibition (DATE), 967-972, 2018 | 140 | 2018 |
| Latency-driven design for FPGA-based convolutional neural networks SI Venieris, CS Bouganis 2017 27th International Conference on Field Programmable Logic and …, 2017 | 119 | 2017 |
| An overview of next-generation architectures for machine learning: Roadmap, opportunities and challenges in the IoT era M Shafique, T Theocharides, CS Bouganis, MA Hanif, F Khalid, R Hafız, ... 2018 Design, Automation & Test in Europe Conference & Exhibition (DATE), 827-832, 2018 | 110 | 2018 |
| Novel cascade FPGA accelerator for support vector machines classification M Papadonikolakis, CS Bouganis IEEE transactions on neural networks and learning systems 23 (7), 1040-1052, 2012 | 110 | 2012 |
| GPU versus FPGA for high productivity computing DH Jones, A Powell, CS Bouganis, PYK Cheung 2010 International Conference on Field Programmable Logic and Applications …, 2010 | 93 | 2010 |
| Embedded hardware-efficient real-time classification with cascade support vector machines C Kyrkou, CS Bouganis, T Theocharides, MM Polycarpou IEEE transactions on neural networks and learning systems 27 (1), 99-112, 2015 | 88 | 2015 |
| Learning to fly by myself: A self-supervised cnn-based approach for autonomous navigation A Kouris, CS Bouganis 2018 IEEE/RSJ International Conference on Intelligent Robots and Systems …, 2018 | 77 | 2018 |
| A novel FPGA-based SVM classifier M Papadonikolakis, CS Bouganis 2010 International Conference on Field-Programmable Technology, 283-286, 2010 | 71 | 2010 |
| fpgaConvNet: A toolflow for mapping diverse convolutional neural networks on embedded FPGAs SI Venieris, CS Bouganis arXiv preprint arXiv:1711.08740, 2017 | 62 | 2017 |
| Performance comparison of GPU and FPGA architectures for the SVM training problem M Papadonikolakis, CS Bouganis, G Constantinides 2009 International Conference on Field-Programmable Technology, 388-391, 2009 | 56 | 2009 |
| A scalable FPGA architecture for non-linear SVM training M Papadonikolakis, CS Bouganis 2008 International Conference on Field-Programmable Technology, 337-340, 2008 | 55 | 2008 |
| Real-time image super resolution using an FPGA O Bowen, CS Bouganis 2008 International conference on field programmable logic and applications …, 2008 | 54 | 2008 |
| Towards a distributed, chronically-implantable neural interface N Ahmadi, ML Cavuto, P Feng, LB Leene, M Maslik, F Mazza, ... 2019 9th International IEEE/EMBS Conference on Neural Engineering (NER), 719-724, 2019 | 48 | 2019 |
| Semi-dense SLAM on an FPGA SoC K Boikos, CS Bouganis 2016 26th International Conference on Field Programmable Logic and …, 2016 | 45 | 2016 |
| A heterogeneous FPGA architecture for support vector machine training M Papadonikolakis, CS Bouganis 2010 18th IEEE Annual International Symposium on Field-Programmable Custom …, 2010 | 45 | 2010 |
| Cascade^ CNN: Pushing the performance limits of quantisation in convolutional neural networks A Kouris, SI Venieris, CS Bouganis 2018 28th International Conference on Field Programmable Logic and …, 2018 | 44 | 2018 |
| A parameterisable FPGA-tailored architecture for YOLOv3-tiny Z Yu, CS Bouganis Applied Reconfigurable Computing. Architectures, Tools, and Applications …, 2020 | 43 | 2020 |
Stylianos I. VenierisSenior Research Scientist @ Samsung AI, Cambridge, UKVerified email at samsung.com
