| 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 | 247 | 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 | 160 | 2018 |
| Latency-Driven Design for FPGA-based Convolutional Neural Networks SI Venieris, CS Bouganis Field Programmable Logic and Applications (FPL), 2017 27th International …, 2017 | 99 | 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 | 96 | 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 | 91 | 2018 |
| 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 | 51 | 2020 |
| 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 | 45 | 2019 |
| 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 | 40 | 2019 |
| fpgaConvNet: Automated Mapping of Convolutional Neural Networks on FPGAs SI Venieris, CS Bouganis Proceedings of the 2017 ACM/SIGDA International Symposium on Field …, 2017 | 40 | 2017 |
| Cascade CNN: Pushing the performance limits of quantisation A Kouris, SI Venieris, CS Bouganis Conference on Machine Learning and Systems (MLSys), 2018, 2018 | 32* | 2018 |
| 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 | 31 | 2018 |
| 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 | 30 | 2017 |
| Approximate FPGA-Based LSTMs Under Computation Time Constraints M Rizakis, SI Venieris, A Kouris, CS Bouganis Applied Reconfigurable Computing. Architectures, Tools, and Applications …, 2018 | 29 | 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 | 28 | 2020 |
| FjORD: Fair and Accurate Federated Learning under heterogeneous targets with Ordered Dropout S Horvath, S Laskaridis, M Almeida, I Leontiadis, SI Venieris, ND Lane Advances in Neural Information Processing Systems (NeurIPS), 2021 | 16 | 2021 |
| HAPI: Hardware-Aware Progressive Inference S Laskaridis, SI Venieris, H Kim, ND Lane 2020 IEEE/ACM International Conference on Computer-Aided Design (ICCAD), 2020 | 14 | 2020 |
| Multi-Precision Policy Enforced Training (MuPPET): A precision-switching strategy for quantised fixed-point training of CNNs A Rajagopal, DA Vink, SI Venieris, CS Bouganis International Conference on Machine Learning (ICML), 2020 | 13 | 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 | 13 | 2020 |
| 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 | 13 | 2018 |
| 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 | 12 | 2020 |
Christos BouganisImperial College LondonVerified email at ic.ac.uk
