Christos Kyrkou

Orcid: 0000-0002-7926-7642

According to our database1, Christos Kyrkou authored at least 57 papers between 2009 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

Legend:

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PhD thesis 
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Online presence:

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Bibliography

2024
DiRecNetV2: A Transformer-Enhanced Network for Aerial Disaster Recognition.
SN Comput. Sci., August, 2024

Toward Efficient Convolutional Neural Networks With Structured Ternary Patterns.
CoRR, 2024

Convolutional Channel-Wise Competitive Learning for the Forward-Forward Algorithm.
Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024

2023
Machine Learning for Emergency Management: A Survey and Future Outlook.
Proc. IEEE, 2023

Introducing Convolutional Channel-wise Goodness in Forward-Forward Learning.
Proceedings of the 31st European Symposium on Artificial Neural Networks, 2023

True Rank Guided Efficient Neural Architecture Search for End to End Low-Complexity Network Discovery.
Proceedings of the Computer Analysis of Images and Patterns, 2023

A Benchmark and Investigation of Deep-Learning-Based Techniques for Detecting Natural Disasters in Aerial Images.
Proceedings of the Computer Analysis of Images and Patterns, 2023

2022
AirCamRTM: Enhancing Vehicle Detection for Efficient Aerial Camera-based Road Traffic Monitoring.
Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2022


2021
C<sup>3</sup>Net: end-to-end deep learning for efficient real-time visual active camera control.
J. Real Time Image Process., 2021

C^3Net: End-to-End deep learning for efficient real-time visual active camera control.
CoRR, 2021

Fast and Accurate Quantized Camera Scene Detection on Smartphones, Mobile AI 2021 Challenge: Report.
CoRR, 2021

DriveGuard: Robustification of Automated Driving Systems with Deep Spatio-Temporal Convolutional Autoencoder.
Proceedings of the IEEE Winter Conference on Applications of Computer Vision Workshops, 2021

2020
EmergencyNet: Efficient Aerial Image Classification for Drone-Based Emergency Monitoring Using Atrous Convolutional Feature Fusion.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2020

YOLOpeds: efficient real-time single-shot pedestrian detection for smart camera applications.
IET Comput. Vis., 2020

Correction to: A novel FPGA-based test-bench framework for SDI stream verification.
EURASIP J. Image Video Process., 2020

A novel FPGA-based test-bench framework for SDI stream verification.
EURASIP J. Image Video Process., 2020

Robust Machine Learning Systems: Challenges, Current Trends, Perspectives, and the Road Ahead.
IEEE Des. Test, 2020

Towards Artificial-Intelligence-Based Cybersecurity for Robustifying Automated Driving Systems Against Camera Sensor Attacks.
Proceedings of the 2020 IEEE Computer Society Annual Symposium on VLSI, 2020

Imitation-Based Active Camera Control with Deep Convolutional Neural Network.
Proceedings of the 4th IEEE International Conference on Image Processing, 2020

Operation and Topology Aware Fast Differentiable Architecture Search.
Proceedings of the 25th International Conference on Pattern Recognition, 2020

Efficient Embedded Deep Neural-Network-based Object Detection Via Joint Quantization and Tiling.
Proceedings of the 2nd IEEE International Conference on Artificial Intelligence Circuits and Systems, 2020

2019
Deep Learning for Edge Computing: Current Trends, Cross-Layer Optimizations, and Open Research Challenges.
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

EdgeNet: Balancing Accuracy and Performance for Edge-based Convolutional Neural Network Object Detectors.
Proceedings of the 13th International Conference on Distributed Smart Cameras, 2019

Deep-Learning-Based Aerial Image Classification for Emergency Response Applications Using Unmanned Aerial Vehicles.
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2019

2018
Optimizing the Detection Performance of Smart Camera Networks Through a Probabilistic Image-Based Model.
IEEE Trans. Circuits Syst. Video Technol., 2018

Boosting the Hardware-Efficiency of Cascade Support Vector Machines for Embedded Classification Applications.
Int. J. Parallel Program., 2018

Efficient ConvNet-based Object Detection for Unmanned Aerial Vehicles by Selective Tile Processing.
Proceedings of the 12th International Conference on Distributed Smart Cameras, 2018

Optimized vision-directed deployment of UAVs for rapid traffic monitoring.
Proceedings of the IEEE International Conference on Consumer Electronics, 2018

DroNet: Efficient convolutional neural network detector for real-time UAV applications.
Proceedings of the 2018 Design, Automation & Test in Europe Conference & Exhibition, 2018

Edge Intelligence: Challenges and Opportunities of Near-Sensor Machine Learning Applications.
Proceedings of the 29th IEEE International Conference on Application-specific Systems, 2018

2017
Optimizing Multi-Target Detection in Stochastic Environments with Active Smart Camera Networks.
Proceedings of the 11th International Conference on Distributed Smart Cameras, 2017

2016
Embedded Hardware-Efficient Real-Time Classification With Cascade Support Vector Machines.
IEEE Trans. Neural Networks Learn. Syst., 2016

A Low-Cost Real-Time Embedded Stereo Vision System for Accurate Disparity Estimation Based on Guided Image Filtering.
IEEE Trans. Computers, 2016

Accelerating object detection via a visual-feature-directed search cascade: algorithm and field programmable gate array implementation.
J. Electronic Imaging, 2016

Adaptive Energy-Oriented Multitask Allocation in Smart Camera Networks.
IEEE Embed. Syst. Lett., 2016

Towards Improving the Detection Performance in Collaborative Visual Sensor Networks.
Proceedings of the 10th International Conference on Distributed Smart Camera, 2016

Emulation-based hierarchical fault-injection framework for coarse-to-fine vulnerability analysis of hardware-accelerated approximate algorithms.
Proceedings of the 2016 Design, Automation & Test in Europe Conference & Exhibition, 2016

2015
A Hardware-Efficient Architecture for Accurate Real-Time Disparity Map Estimation.
ACM Trans. Embed. Comput. Syst., 2015

Distributed adaptive task allocation for energy conservation in camera sensor networks.
Proceedings of the 9th International Conference on Distributed Smart Camera, 2015

Accelerating FPGA-based object detection via a visual information extraction cascade.
Proceedings of the 9th International Conference on Distributed Smart Camera, 2015

A camera uncertainty model for collaborative visual sensor network applications.
Proceedings of the 9th International Conference on Distributed Smart Camera, 2015

Cooperative fault-tolerant target tracking in Camera Sensor Networks.
Proceedings of the 2015 IEEE International Conference on Communications, 2015

In-field vulnerability analysis of hardware-accelerated computer vision applications.
Proceedings of the 25th International Conference on Field Programmable Logic and Applications, 2015

Real-Time Obstacle Avoidance for Mobile Robots via Stereoscopic Vision Using Reconfigurable Hardware (Abstract Only).
Proceedings of the 2015 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays, 2015

Fault-tolerant tracking of multiple targets in collaborative Camera Networks.
Proceedings of the 14th European Control Conference, 2015

2013
A hardware architecture for real-time object detection using depth and edge information.
ACM Trans. Embed. Comput. Syst., 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

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

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

2012
A Parallel Hardware Architecture for Real-Time Object Detection with Support Vector Machines.
IEEE Trans. Computers, 2012

2011
A Flexible Parallel Hardware Architecture for AdaBoost-Based Real-Time Object Detection.
IEEE Trans. Very Large Scale Integr. Syst., 2011

FPGA-Accelerated Object Detection Using Edge Information.
Proceedings of the International Conference on Field Programmable Logic and Applications, 2011

Depth-directed hardware object detection.
Proceedings of the Design, Automation and Test in Europe, 2011

2009
SCoPE: Towards a Systolic Array for SVM Object Detection.
IEEE Embed. Syst. Lett., 2009

FPGA-based NoC-driven sequence of lab assignments for manycore systems.
Proceedings of the IEEE International Conference on Microelectronic Systems Education, 2009


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