Stylianos I. Venieris
Stylianos I. Venieris
Samsung AI Center, Cambridge
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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
1582016
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
842018
Latency-Driven Design for FPGA-based Convolutional Neural Networks
SI Venieris, CS Bouganis
Field Programmable Logic and Applications (FPL), 2017 27th International …, 2017
552017
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
542018
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
462018
Approximate FPGA-Based LSTMs Under Computation Time Constraints
M Rizakis, SI Venieris, A Kouris, CS Bouganis
Applied Reconfigurable Computing. Architectures, Tools, and Applications …, 2018
232018
fpgaConvNet: Automated mapping of convolutional neural networks on FPGAs
SI Venieris, CS Bouganis
Proceedings of the 2017 ACM/SIGDA International Symposium on Field …, 2017
232017
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
212019
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
202017
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
182019
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
172018
Cascade CNN: Pushing the performance limits of quantisation
A Kouris, SI Venieris, CS Bouganis
Conference on Machine Learning and Systems (MLSys), 2018, 2018
17*2018
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
102018
Deploying Deep Neural Networks in the Embedded Space
SI Venieris, A Kouris, CS Bouganis
2018 2nd International Workshop on Embedded and Mobile Deep Learning (EMDL …, 2018
72018
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
32020
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
32020
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
22020
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
2*2020
Towards Efficient On-Board Deployment of DNNs on Intelligent Autonomous Systems
A Kouris, SI Venieris, CS Bouganis
2019 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), 568-573, 2019
22019
HAPI: Hardware-Aware Progressive Inference
S Laskaridis, SI Venieris, H Kim, ND Lane
2020 IEEE/ACM International Conference on Computer-Aided Design (ICCAD), 2020
12020
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