Christos-Savvas Bouganis
Orcid: 0000-0002-4906-4510Affiliations:
- Imperial College London, UK
According to our database1,
Christos-Savvas Bouganis
authored at least 165 papers
between 2003 and 2024.
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Bibliography
2024
Augmenting the Softmax with Additional Confidence Scores for Improved Selective Classification with Out-of-Distribution Data.
Int. J. Comput. Vis., September, 2024
CoRR, 2024
Understanding Why Label Smoothing Degrades Selective Classification and How to Fix It.
CoRR, 2024
Latency Driven Spatially Sparse Optimization for Multi-Branch CNNs for Semantic Segmentation.
Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision Workshops, 2024
Proceedings of the 34th International Conference on Field-Programmable Logic and Applications, 2024
Proceedings of the 32nd IEEE Annual International Symposium on Field-Programmable Custom Computing Machines, 2024
Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2024
A Framework for Designing Scalable Gaussian Belief Propagation Accelerators for use in SLAM.
Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2024
2023
Multiple-Deep Neural Network Accelerators for Next-Generation Artificial Intelligence Systems.
Computer, March, 2023
CoRR, 2023
Fast Prototyping Next-Generation Accelerators for New ML Models using MASE: ML Accelerator System Exploration.
CoRR, 2023
Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2023
Window-Based Early-Exit Cascades for Uncertainty Estimation: When Deep Ensembles are More Efficient than Single Models.
Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023
SATAY: A Streaming Architecture Toolflow for Accelerating YOLO Models on FPGA Devices.
Proceedings of the International Conference on Field Programmable Technology, 2023
Mixed-TD: Efficient Neural Network Accelerator with Layer-Specific Tensor Decomposition.
Proceedings of the 33rd International Conference on Field-Programmable Logic and Applications, 2023
fpgaHART: A Toolflow for Throughput-Oriented Acceleration of 3D CNNs for HAR onto FPGAs.
Proceedings of the 33rd International Conference on Field-Programmable Logic and Applications, 2023
PASS: Exploiting Post-Activation Sparsity in Streaming Architectures for CNN Acceleration.
Proceedings of the 33rd International Conference on Field-Programmable Logic and Applications, 2023
Proceedings of the 31st IEEE Annual International Symposium on Field-Programmable Custom Computing Machines, 2023
Proceedings of the 31st IEEE Annual International Symposium on Field-Programmable Custom Computing Machines, 2023
Proceedings of the 34th IEEE International Conference on Application-specific Systems, 2023
2022
CoRR, 2022
Low-Cost On-device Partial Domain Adaptation (LoCO-PDA): Enabling efficient CNN retraining on edge devices.
CoRR, 2022
Improved Spike-Based Brain-Machine Interface Using Bayesian Adaptive Kernel Smoother and Deep Learning.
IEEE Access, 2022
Proceedings of the 17th International Joint Conference on Computer Vision, 2022
Proceedings of the IEEE Computer Society Annual Symposium on VLSI, 2022
Proceedings of the 32nd International Conference on Field-Programmable Logic and Applications, 2022
Augmenting Softmax Information for Selective Classification with Out-of-Distribution Data.
Proceedings of the Computer Vision - ACCV 2022, 2022
2021
Microprocess. Microsystems, October, 2021
Appl. Soft Comput., 2021
Proceedings of the IEEE/CVF International Conference on Computer Vision Workshops, 2021
Proceedings of the International Conference on Field-Programmable Technology, 2021
POMMEL: Exploring Off-Chip Memory Energy & Power Consumption in Convolutional Neural Network Accelerators.
Proceedings of the 24th Euromicro Conference on Digital System Design, 2021
DEF: Differential Encoding of Featuremaps for Low Power Convolutional Neural Network Accelerators.
Proceedings of the ASPDAC '21: 26th Asia and South Pacific Design Automation Conference, 2021
Proceedings of the ASPDAC '21: 26th Asia and South Pacific Design Automation Conference, 2021
2020
IEEE Trans. Ind. Electron., 2020
Approximate LSTMs for Time-Constrained Inference: Enabling Fast Reaction in Self-Driving Cars.
IEEE Consumer Electron. Mag., 2020
Multi-Precision Policy Enforced Training (MuPPET) : A Precision-Switching Strategy for Quantised Fixed-Point Training of CNNs.
Proceedings of the 37th International Conference on Machine Learning, 2020
Proceedings of the International Conference on Field-Programmable Technology, 2020
Proceedings of the 30th International Conference on Field-Programmable Logic and Applications, 2020
A Throughput-Latency Co-Optimised Cascade of Convolutional Neural Network Classifiers.
Proceedings of the 2020 Design, Automation & Test in Europe Conference & Exhibition, 2020
Now that I can see, I can improve: Enabling data-driven finetuning of CNNs on the edge.
Proceedings of the 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2020
Proceedings of the Applied Reconfigurable Computing. Architectures, Tools, and Applications, 2020
2019
IEEE Trans. Neural Networks Learn. Syst., 2019
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2019
J. Real Time Image Process., 2019
Understanding of Human Behavior with a Robotic Agent Through Daily Activity Analysis.
Int. J. Soc. Robotics, 2019
Multi-person 3D pose estimation from 3D cloud data using 3D convolutional neural networks.
Comput. Vis. Image Underst., 2019
Proceedings of the 2019 9th International IEEE/EMBS Conference on Neural Engineering (NER), 2019
Decoding Hand Kinematics from Local Field Potentials Using Long Short-Term Memory (LSTM) Network.
Proceedings of the 2019 9th International IEEE/EMBS Conference on Neural Engineering (NER), 2019
Proceedings of the 2019 IEEE Computer Society Annual Symposium on VLSI, 2019
Informed Region Selection for Efficient UAV-based Object Detectors: Altitude-aware Vehicle Detection with CyCAR Dataset.
Proceedings of the 2019 IEEE/RSJ International Conference on Intelligent Robots and Systems, 2019
Proceedings of the International Conference on Field-Programmable Technology, 2019
Accelerated Approximate Nearest Neighbors Search Through Hierarchical Product Quantization.
Proceedings of the International Conference on Field-Programmable Technology, 2019
Proceedings of the 30th British Machine Vision Conference 2019, 2019
Proceedings of the 2019 IEEE Biomedical Circuits and Systems Conference, 2019
Proceedings of the Applied Reconfigurable Computing - 15th International Symposium, 2019
2018
Boosting the Hardware-Efficiency of Cascade Support Vector Machines for Embedded Classification Applications.
Int. J. Parallel Program., 2018
Toolflows for Mapping Convolutional Neural Networks on FPGAs: A Survey and Future Directions.
ACM Comput. Surv., 2018
CascadeCNN: Pushing the Performance Limits of Quantisation in Convolutional Neural Networks.
CoRR, 2018
f-CNN<sup>x</sup>: A Toolflow for Mapping Multiple Convolutional Neural Networks on FPGAs.
CoRR, 2018
Learning to Fly by MySelf: A Self-Supervised CNN-Based Approach for Autonomous Navigation.
Proceedings of the 2018 IEEE/RSJ International Conference on Intelligent Robots and Systems, 2018
Proceedings of the International Conference on Field-Programmable Technology, 2018
Proceedings of the 28th International Conference on Field Programmable Logic and Applications, 2018
Cascade^CNN: Pushing the Performance Limits of Quantisation in Convolutional Neural Networks.
Proceedings of the 28th International Conference on Field Programmable Logic and Applications, 2018
Spike Rate Estimation Using Bayesian Adaptive Kernel Smoother (BAKS) and Its Application to Brain Machine Interfaces.
Proceedings of the 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2018
DroNet: Efficient convolutional neural network detector for real-time UAV applications.
Proceedings of the 2018 Design, Automation & Test in Europe Conference & Exhibition, 2018
An overview of next-generation architectures for machine learning: Roadmap, opportunities and challenges in the IoT era.
Proceedings of the 2018 Design, Automation & Test in Europe Conference & Exhibition, 2018
Proceedings of the Applied Reconfigurable Computing. Architectures, Tools, and Applications, 2018
2017
IEEE Trans. Computers, 2017
Particle MCMC algorithms and architectures for accelerating inference in state-space models.
Int. J. Approx. Reason., 2017
fpgaConvNet: A Toolflow for Mapping Diverse Convolutional Neural Networks on Embedded FPGAs.
CoRR, 2017
Proceedings of the 2017 IEEE International Conference on Computer Vision Workshops, 2017
Proceedings of the 27th International Conference on Field Programmable Logic and Applications, 2017
Proceedings of the 27th International Conference on Field Programmable Logic and Applications, 2017
fpgaConvNet: Automated Mapping of Convolutional Neural Networks on FPGAs (Abstract Only).
Proceedings of the 2017 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays, 2017
Proceedings of the 25th IEEE Annual International Symposium on Field-Programmable Custom Computing Machines, 2017
2016
Embedded Hardware-Efficient Real-Time Classification With Cascade Support Vector Machines.
IEEE Trans. Neural Networks Learn. Syst., 2016
IEEE Trans. Computers, 2016
Proceedings of the International Conference on Embedded Computer Systems: Architectures, 2016
Proceedings of the International Conference on ReConFigurable Computing and FPGAs, 2016
Proceedings of the 5th International Workshop on Big Data, 2016
Proceedings of the Technological Innovation for Cyber-Physical Systems, 2016
Proceedings of the 26th International Conference on Field Programmable Logic and Applications, 2016
Proceedings of the 24th IEEE Annual International Symposium on Field-Programmable Custom Computing Machines, 2016
2015
ACM Trans. Reconfigurable Technol. Syst., 2015
ARC 2014 Over-Clocking KLT Designs on FPGAs under Process, Voltage, and Temperature Variation.
ACM Trans. Reconfigurable Technol. Syst., 2015
Proceedings of the 2015 International Conference on Field Programmable Technology, 2015
Proceedings of the 25th International Conference on Field Programmable Logic and Applications, 2015
Proceedings of the 25th International Conference on Field Programmable Logic and Applications, 2015
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2015
2014
IEEE Trans. Circuits Syst. Video Technol., 2014
Zero-latency datapath error correction framework for over-clocking DSP applications on FPGAs.
Proceedings of the 2014 International Conference on ReConFigurable Computing and FPGAs, 2014
Proceedings of the 2014 International Conference on ReConFigurable Computing and FPGAs, 2014
Proceedings of the 2014 IEEE International Parallel & Distributed Processing Symposium Workshops, 2014
Proceedings of the 2014 International Conference on Field-Programmable Technology, 2014
Pushing the performance boundary of linear projection designs through device specific optimisations (abstract only).
Proceedings of the 2014 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays, 2014
Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2014
Proceedings of the Reconfigurable Computing: Architectures, Tools, and Applications, 2014
Proceedings of the Reconfigurable Computing: Architectures, Tools, and Applications, 2014
A Unified Framework for Over-Clocking Linear Projections on FPGAs under PVT Variation.
Proceedings of the Reconfigurable Computing: Architectures, Tools, and Applications, 2014
2013
High-level power and performance estimation of FPGA-based soft processors and its application to design space exploration.
J. Syst. Archit., 2013
An embedded hardware-efficient architecture for real-time cascade Support Vector Machine classification.
Proceedings of the 2013 International Conference on Embedded Computer Systems: Architectures, 2013
Proceedings of the IEEE International Conference on Image Processing, 2013
A hardware-efficient architecture for embedded real-time cascaded support vector machines classification.
Proceedings of the Great Lakes Symposium on VLSI 2013 (part of ECRC), 2013
Proceedings of the IEEE Global Conference on Signal and Information Processing, 2013
Proceedings of the 23rd International Conference on Field programmable Logic and Applications, 2013
FPGA-based acceleration of cascaded support vector machines for embedded applications (abstract only).
Proceedings of the 2013 ACM/SIGDA International Symposium on Field Programmable Gate Arrays, 2013
Proceedings of the 21st IEEE Annual International Symposium on Field-Programmable Custom Computing Machines, 2013
2012
IEEE Trans. Neural Networks Learn. Syst., 2012
Proceedings of the 22nd International Conference on Field Programmable Logic and Applications (FPL), 2012
High-level linear projection circuit design optimization framework for FPGAs under over-clocking.
Proceedings of the 22nd International Conference on Field Programmable Logic and Applications (FPL), 2012
A Custom Precision Based Architecture for Accelerating Parallel Tempering MCMC on FPGAs without Introducing Sampling Error.
Proceedings of the 2012 IEEE 20th Annual International Symposium on Field-Programmable Custom Computing Machines, 2012
Proceedings of the 15th Euromicro Conference on Digital System Design, 2012
Proceedings of the Reconfigurable Computing: Architectures, Tools and Applications, 2012
2011
Blur identification with assumption validation for sensor-based video reconstruction and its implementation on field programmable gate array.
IET Comput. Digit. Tech., 2011
Feature selection with geometric constraints for vision-based Unmanned Aerial Vehicle navigation.
Proceedings of the 18th IEEE International Conference on Image Processing, 2011
Proceedings of the 2011 International Conference on Field-Programmable Technology, 2011
Proceedings of the International Conference on Field Programmable Logic and Applications, 2011
2010
IEEE Trans. Very Large Scale Integr. Syst., 2010
An Optimized Hardware Architecture of a Multivariate Gaussian Random Number Generator.
ACM Trans. Reconfigurable Technol. Syst., 2010
Proceedings of the Neural Information Processing. Models and Applications, 2010
Proceedings of the International Conference on Field-Programmable Technology, 2010
Proceedings of the International Conference on Field Programmable Logic and Applications, 2010
Proceedings of the International Conference on Field Programmable Logic and Applications, 2010
Proceedings of the 18th IEEE Annual International Symposium on Field-Programmable Custom Computing Machines, 2010
Design of a Financial Application Driven Multivariate Gaussian Random Number Generator for an FPGA.
Proceedings of the Reconfigurable Computing: Architectures, 2010
2009
ACM Trans. Reconfigurable Technol. Syst., 2009
ACM Trans. Reconfigurable Technol. Syst., 2009
ACM Trans. Reconfigurable Technol. Syst., 2009
IET Comput. Digit. Tech., 2009
A sensor-based approach to linear blur identification for real-time video enhancement.
Proceedings of the International Conference on Image Processing, 2009
Proceedings of the 4th International Conference on Autonomous Robots and Agents, 2009
Proceedings of the 2009 International Conference on Field-Programmable Technology, 2009
Word-Length Optimization and Error Analysis of a Multivariate Gaussian Random Number Generator.
Proceedings of the Reconfigurable Computing: Architectures, 2009
2008
Proceedings of the International Conference on Image Processing, 2008
Proceedings of the 2008 International Conference on Field-Programmable Technology, 2008
Efficient FPGA mapping of Gilbert's algorithm for SVM training on large-scale classification problems.
Proceedings of the FPL 2008, 2008
Multivariate Gaussian Random Number Generator Targeting Specific Resource Utilization in an FPGA.
Proceedings of the Reconfigurable Computing: Architectures, 2008
Proceedings of the Reconfigurable Computing: Architectures, 2008
2007
J. Real Time Image Process., 2007
Proceedings of the FPL 2007, 2007
Proceedings of the IEEE Symposium on Field-Programmable Custom Computing Machines, 2007
2006
Proceedings of the International Conference on Image Processing, 2006
Proceedings of the 2006 IEEE International Conference on Field Programmable Technology, 2006
Proceedings of the 2006 IEEE International Conference on Field Programmable Technology, 2006
Proceedings of the 2006 International Conference on Field Programmable Logic and Applications (FPL), 2006
Proceedings of the 2006 International Conference on Field Programmable Logic and Applications (FPL), 2006
Proceedings of the Conference on Design, Automation and Test in Europe, 2006
2005
Proceedings of the International Symposium on Circuits and Systems (ISCAS 2005), 2005
Proceedings of the 2005 International Conference on Field Programmable Logic and Applications (FPL), 2005
Proceedings of the 2005 International Conference on Field Programmable Logic and Applications (FPL), 2005
Proceedings of the 13th IEEE Symposium on Field-Programmable Custom Computing Machines (FCCM 2005), 2005
2004
PhD thesis, 2004
Proceedings of the Field Programmable Logic and Application, 2004
2003
Proceedings of the British Machine Vision Conference, 2003