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Stylianos I. Venieris
Stylianos I. Venieris
Senior Research Scientist @ Samsung AI, Cambridge, UK
Verifisert e-postadresse på samsung.com - Startside
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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
3772016
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
3142020
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
2852021
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
2642018
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
1712018
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
1712018
Latency-Driven Design for FPGA-based Convolutional Neural Networks
SI Venieris, CS Bouganis
Field Programmable Logic and Applications (FPL), 2017 27th International …, 2017
1382017
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
1102019
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
822019
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
672017
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
592021
HAPI: Hardware-Aware Progressive Inference
S Laskaridis, SI Venieris, H Kim, ND Lane
2020 IEEE/ACM International Conference on Computer-Aided Design (ICCAD), 2020
592020
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
592020
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
552022
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
522018
Multi-Exit Semantic Segmentation Networks
A Kouris, SI Venieris, S Laskaridis, ND Lane
17th European Conference on Computer Vision (ECCV), 2022
422022
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
372022
Approximate FPGA-Based LSTMs Under Computation Time Constraints
M Rizakis, SI Venieris, A Kouris, CS Bouganis
Applied Reconfigurable Computing. Architectures, Tools, and Applications …, 2018
332018
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
282021
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