| 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 | 380 | 2016 |
| 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 | 317 | 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 | 296 | 2021 |
| 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 | 265 | 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 | 173 | 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 | 172 | 2018 |
| Latency-Driven Design for FPGA-based Convolutional Neural Networks SI Venieris, CS Bouganis Field Programmable Logic and Applications (FPL), 2017 27th International …, 2017 | 139 | 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 | 111 | 2019 |
| 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 | 82 | 2019 |
| fpgaConvNet: A Toolflow for Mapping Diverse Convolutional Neural Networks on Embedded FPGAs SI Venieris, CS Bouganis NeurIPS 2017 Workshop on Machine Learning on the Phone and other Consumer …, 2017 | 67 | 2017 |
| HAPI: Hardware-Aware Progressive Inference S Laskaridis, SI Venieris, H Kim, ND Lane 2020 IEEE/ACM International Conference on Computer-Aided Design (ICCAD), 2020 | 60 | 2020 |
| Deep Neural Network-based Enhancement for Image and Video Streaming Systems: A Survey and Future Directions R Lee, SI Venieris, ND Lane ACM Computing Surveys (CSUR), 2021 | 59 | 2021 |
| 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 | 59 | 2020 |
| Adaptable Butterfly Accelerator for Attention-based NNs via Hardware and Algorithm Co-design H Fan, T Chau, SI Venieris, R Lee, A Kouris, W Luk, ND Lane, ... 55th IEEE/ACM International Symposium on Microarchitecture (MICRO), 2022 | 56 | 2022 |
| Cascade CNN: Pushing the performance limits of quantisation A Kouris, SI Venieris, CS Bouganis Conference on Machine Learning and Systems (MLSys), 2018, 2018 | 53* | 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 | 52 | 2018 |
| Multi-Exit Semantic Segmentation Networks A Kouris, SI Venieris, S Laskaridis, ND Lane 17th European Conference on Computer Vision (ECCV), 2022 | 43 | 2022 |
| DynO: Dynamic Onloading of Deep Neural Networks from Cloud to Device M Almeida, S Laskaridis, SI Venieris, I Leontiadis, ND Lane ACM Transactions on Embedded Computing Systems (TECS), 2022 | 37 | 2022 |
| Approximate FPGA-Based LSTMs Under Computation Time Constraints M Rizakis, SI Venieris, A Kouris, CS Bouganis Applied Reconfigurable Computing. Architectures, Tools, and Applications …, 2018 | 33 | 2018 |
| It's always personal: Using Early Exits for Efficient On-Device CNN Personalisation I Leontiadis, S Laskaridis, SI Venieris, ND Lane 22nd International Workshop on Mobile Computing Systems and Applications …, 2021 | 28 | 2021 |
Christos BouganisImperial College LondonVerified email at ic.ac.uk
