| fpgaConvNet: A Framework for Mapping Convolutional Neural Networks on FPGAs SI Venieris, CS Bouganis Field-Programmable Custom Computing Machines (FCCM), 2016 IEEE 24th Annual …, 2016 | 158 | 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), 2018 | 84 | 2018 |
| Latency-Driven Design for FPGA-based Convolutional Neural Networks SI Venieris, CS Bouganis Field Programmable Logic and Applications (FPL), 2017 27th International …, 2017 | 55 | 2017 |
| 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 | 54 | 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 | 46 | 2018 |
| Approximate FPGA-Based LSTMs Under Computation Time Constraints M Rizakis, SI Venieris, A Kouris, CS Bouganis Applied Reconfigurable Computing. Architectures, Tools, and Applications …, 2018 | 23 | 2018 |
| fpgaConvNet: Automated mapping of convolutional neural networks on FPGAs SI Venieris, CS Bouganis Proceedings of the 2017 ACM/SIGDA International Symposium on Field …, 2017 | 23 | 2017 |
| EmBench: Quantifying Performance Variations of Deep Neural Networks across Modern Commodity Devices M Almeida, S Laskaridis, I Leontiadis, SI Venieris, ND Lane 2019 3rd International Workshop on Embedded and Mobile Deep Learning (EMDL …, 2019 | 21 | 2019 |
| fpgaConvNet: A Toolflow for Mapping Diverse Convolutional Neural Networks on Embedded FPGAs SI Venieris, CS Bouganis NIPS 2017 Workshop on Machine Learning on the Phone and other Consumer …, 2017 | 20 | 2017 |
| MobiSR: Efficient On-Device Super-Resolution through Heterogeneous Mobile Processors R Lee, SI Venieris, Ł Dudziak, S Bhattacharya, ND Lane 25th Annual International Conference on Mobile Computing and Networking …, 2019 | 18 | 2019 |
| CascadeCNN: 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 | 17 | 2018 |
| Cascade CNN: Pushing the performance limits of quantisation A Kouris, SI Venieris, CS Bouganis Conference on Machine Learning and Systems (MLSys), 2018, 2018 | 17* | 2018 |
| f-CNNx: A Toolflow for Mapping Multiple Convolutional Neural Networks on FPGAs SI Venieris, CS Bouganis Field Programmable Logic and Applications (FPL), 2018 28th International …, 2018 | 10 | 2018 |
| Deploying Deep Neural Networks in the Embedded Space SI Venieris, A Kouris, CS Bouganis 2018 2nd International Workshop on Embedded and Mobile Deep Learning (EMDL …, 2018 | 7 | 2018 |
| Journey Towards Tiny Perceptual Super-Resolution R Lee, Ł Dudziak, M Abdelfattah, SI Venieris, H Kim, H Wen, ND Lane 16th European Conference on Computer Vision (ECCV), 2020 | 3 | 2020 |
| Approximate LSTMs for Time-Constrained Inference: Enabling Fast Reaction in Self-Driving Cars A Kouris, SI Venieris, M Rizakis, CS Bouganis IEEE Consumer Electronics Magazine 9 (4), 11-26, 2020 | 3 | 2020 |
| SPINN: Synergistic Progressive Inference of Neural Networks over Device and Cloud S Laskaridis, SI Venieris, M Almeida, I Leontiadis, ND Lane 26th Annual International Conference on Mobile Computing and Networking …, 2020 | 2 | 2020 |
| A Throughput-Latency Co-Optimised Cascade of Convolutional Neural Network Classifiers A Kouris, SI Venieris, CS Bouganis 2020 Design, Automation & Test in Europe Conference & Exhibition (DATE …, 2020 | 2* | 2020 |
| Towards Efficient On-Board Deployment of DNNs on Intelligent Autonomous Systems A Kouris, SI Venieris, CS Bouganis 2019 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), 568-573, 2019 | 2 | 2019 |
| HAPI: Hardware-Aware Progressive Inference S Laskaridis, SI Venieris, H Kim, ND Lane 2020 IEEE/ACM International Conference on Computer-Aided Design (ICCAD), 2020 | 1 | 2020 |
Christos BouganisImperial College LondonEmail confirmado em ic.ac.uk
