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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
3222016
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
2282018
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
1882020
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
1422018
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
1402018
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
1372021
Latency-Driven Design for FPGA-based Convolutional Neural Networks
SI Venieris, CS Bouganis
Field Programmable Logic and Applications (FPL), 2017 27th International …, 2017
1192017
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
802019
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
692019
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
622017
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
532020
Cascade CNN: Pushing the performance limits of quantisation
A Kouris, SI Venieris, CS Bouganis
Conference on Machine Learning and Systems (MLSys), 2018, 2018
45*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
442018
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
HAPI: Hardware-Aware Progressive Inference
S Laskaridis, SI Venieris, H Kim, ND Lane
2020 IEEE/ACM International Conference on Computer-Aided Design (ICCAD), 2020
332020
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
262021
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
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
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
222021
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
212022
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