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Stylianos I. Venieris
Stylianos I. Venieris
Senior Research Scientist @ Samsung AI, Cambridge, UK
Verified email at samsung.com - Homepage
Title
Cited by
Cited by
Year
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
3352016
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
2372018
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
2112020
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
1692021
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
1492018
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
1432018
Latency-Driven Design for FPGA-based Convolutional Neural Networks
SI Venieris, CS Bouganis
Field Programmable Logic and Applications (FPL), 2017 27th International …, 2017
1232017
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
842019
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
712019
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
632017
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
542020
Cascade CNN: Pushing the performance limits of quantisation
A Kouris, SI Venieris, CS Bouganis
Conference on Machine Learning and Systems (MLSys), 2018, 2018
46*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
452018
HAPI: Hardware-Aware Progressive Inference
S Laskaridis, SI Venieris, H Kim, ND Lane
2020 IEEE/ACM International Conference on Computer-Aided Design (ICCAD), 2020
392020
Approximate FPGA-Based LSTMs Under Computation Time Constraints
M Rizakis, SI Venieris, A Kouris, CS Bouganis
Applied Reconfigurable Computing. Architectures, Tools, and Applications …, 2018
342018
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
322021
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
252018
Multi-Exit Semantic Segmentation Networks
A Kouris, SI Venieris, S Laskaridis, ND Lane
17th European Conference on Computer Vision (ECCV), 2022
242022
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
242022
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
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