Publications

		
@inproceedings{lalas2016numerical,
  title={Numerical assessment of airflow and inhaled particles attributes in obstructed pulmonary system},
  author={Lalas, Antonios and Kikidis, Dimitrios and Votis, Konstantinos and Tzovaras, Dimitrios and Verbanck, Sylvia and Nousias, Stavros and Lalos, A and Moustakas, Konstantinos and Usmani, Omar},
  booktitle={2016 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)},
  pages={606--612},
  year={2016},
  organization={IEEE}
}

@inproceedings{nousias2016computational,
  title={Computational modeling for simulating obstructive lung diseases based on geometry processing methods},
  author={Nousias, Stavros and Lalos, Aris S and Moustakas, Konstantinos},
  booktitle={Digital Human Modeling: Applications in Health, Safety, Ergonomics and Risk Management: 7th International Conference, DHM 2016, Held as Part of HCI International 2016, Toronto, ON, Canada, July 17-22, 2016, Proceedings 7},
  pages={100--109},
  year={2016},
  organization={Springer International Publishing}
}

@inproceedings{nousias2016monitoring,
  title={Monitoring asthma medication adherence through content based audio classification},
  author={Nousias, Stavros and Lakoumentas, John and Lalos, Aris and Kikidis, Dimitrios and Moustakas, Konstantinos and Votis, Konstantinos and Tzovaras, Dimitrios},
  booktitle={2016 IEEE symposium series on computational intelligence (SSCI)},
  pages={1--5},
  year={2016},
  organization={IEEE}
}

@misc{nousias2016computational,
  title={Computational modeling methods for simulating obstructive human lung diseases},
  author={Nousias, Stavros and Lalos, Aris and Moustakas, Konstantinos and Lalas, Antonios and Kikidis, Dimitrios and Votis, Konstantinos and Tzovaras, Dimitrios and Usmani, Omar and Chung, Fan},
  year={2016},
  publisher={European Respiratory Society}
}

@article{lalas2017substance,
  title={Substance deposition assessment in obstructed pulmonary system through numerical characterization of airflow and inhaled particles attributes},
  author={Lalas, Antonios and Nousias, Stavros and Kikidis, Dimitrios and Lalos, Aris and Arvanitis, Gerasimos and Sougles, Christos and Moustakas, Konstantinos and Votis, Konstantinos and Verbanck, Sylvia and Usmani, Omar and others},
  journal={BMC medical informatics and decision making},
  volume={17},
  pages={25--44},
  year={2017},
  publisher={BioMed Central}
}

@article{nousias2018mhealth,
  title={An mHealth system for monitoring medication adherence in obstructive respiratory diseases using content based audio classification},
  author={Nousias, Stavros and Lalos, Aris S and Arvanitis, Gerasimos and Moustakas, Konstantinos and Tsirelis, Triantafillos and Kikidis, Dimitrios and Votis, Konstantinos and Tzovaras, Dimitrios},
  journal={IEEE Access},
  volume={6},
  pages={11871--11882},
  year={2018},
  publisher={IEEE}
}

@inproceedings{arvanitis20183,
  title={3-Class Prediction of Asthma Control Status Using a Gaussian Mixture Model Approach},
  author={Arvanitis, Gerasimos and Kocsis, Otilia and Lalos, Aris S and Nousias, Stavros and Moustakas, Konstantinos and Fakotakis, Nikos},
  booktitle={Proceedings of the 10th Hellenic Conference on Artificial Intelligence},
  pages={1--2},
  year={2018}
}

@inproceedings{nousias2018uncertainty,
  title={Uncertainty management for wearable iot wristband sensors using laplacian-based matrix completion},
  author={Nousias, Stavros and Tselios, Christos and Bitzas, Dimitris and Lalos, Aris S and Moustakas, Konstantinos and Chatzigiannakis, Ioannis},
  booktitle={2018 IEEE 23rd International Workshop on Computer Aided Modeling and Design of Communication Links and Networks (CAMAD)},
  pages={1--6},
  year={2018},
  organization={IEEE}
}

@article{lalos2018gamecar,
  title={Gamecar: Gamifying selfmanagement of eco-driving},
  author={Lalos, Aris S and Nousias, Stavros and Moustakas, Konstantinos},
  journal={ERCIM News 115 (Oct. 2018): 46},
  volume={47},
  year={2018}
}

@inproceedings{nousias2018managing,
  title={Managing nonuniformities and uncertainties in vehicle-oriented sensor data over next generation networks},
  author={Nousias, Stavros and Tselios, Christos and Orfila, Olivier and Jamson, Samantha and Mejuto, Pablo and Amaxilatis, Dimitrios and Akrivopoulos, Orestis and Chatzigiannakis, Ioannis and Lalos, Aris S and Moustakas, Konstantinos},
  booktitle={2018 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops)},
  pages={272--277},
  year={2018},
  organization={IEEE}
}

@article{nousias2019exploiting,
  title={Exploiting gamification to improve eco-driving behaviour: The GamECAR approach},
  author={Nousias, Stavros and Tselios, Christos and Bitzas, Dimitris and Amaxilatis, Dimitris and Montesa, Javier and Lalos, Aris S and Moustakas, Konstantinos and Chatzigiannakis, Ioannis},
  journal={Electronic Notes in Theoretical Computer Science},
  volume={343},
  pages={103--116},
  year={2019},
  publisher={Elsevier}
}

@inproceedings{ntalianis2019assessment,
  title={Assessment of medication adherence in respiratory diseases through deep sparse convolutional coding},
  author={Ntalianis, Vaggelis and Nousias, Stavros and Lalos, Aris S and Birbas, Michael and Tsafas, Nikolaos and Moustakas, Konstantinos},
  booktitle={2019 24th IEEE International Conference on Emerging Technologies and Factory Automation (ETFA)},
  pages={1657--1660},
  year={2019},
  organization={IEEE}
}

@inproceedings{tselios2019enhancing,
  title={Enhancing an eco-driving gamification platform through wearable and vehicle sensor data integration},
  author={Tselios, Christos and Nousias, Stavros and Bitzas, Dimitris and Amaxilatis, Dimitrios and Akrivopoulos, Orestis and Lalos, Aris S and Moustakas, Konstantinos and Chatzigiannakis, Ioannis},
  booktitle={Ambient Intelligence: 15th European Conference, AmI 2019, Rome, Italy, November 13--15, 2019, Proceedings 15},
  pages={344--349},
  year={2019},
  organization={Springer International Publishing}
}

@inproceedings{papoulias2019fluid,
  title={Fluid-structure interaction simulation framework for cerebral aneurysm wall deformation},
  author={Papoulias, Giorgos and Nousias, Stavros and Moustakas, Konstantinos},
  booktitle={2019 10th International Conference on Information, Intelligence, Systems and Applications (IISA)},
  pages={1--7},
  year={2019},
  organization={IEEE}
}

@inproceedings{nousias2019sparse,
  title={Sparse modeling and optimization tools for energy efficient and reliable IoT},
  author={Nousias, Stavros and Lalos, Aris S and Kalogeras, Athanasios and Alexakos, Christos and Koulamas, Christos and Moustakas, Konstantinos},
  booktitle={2019 First International Conference on Societal Automation (SA)},
  pages={1--4},
  year={2019},
  organization={IEEE}
}

@inproceedings{pettas2019recognition,
  title={Recognition of breathing activity and medication adherence using lstm neural networks},
  author={Pettas, Dionysis and Nousias, Stavros and Zacharaki, Evangelia I and Moustakas, Konstantinos},
  booktitle={2019 IEEE 19th International Conference on Bioinformatics and Bioengineering (BIBE)},
  pages={941--946},
  year={2019},
  organization={IEEE}
}

@inproceedings{nousias2019coping,
  title={Coping with missing data in an unobtrusive monitoring system for office workers},
  author={Nousias, Stavros and Papoulias, Giwrgos and Kocsis, Otilia and Cabrita, Miriam and Lalos, Aris S and Moustakas, Konstantinos},
  booktitle={2019 International Conference on Biomedical Innovations and Applications (BIA)},
  pages={1--4},
  year={2019},
  organization={IEEE}
}

@inproceedings{nousias2019fast,
  title={Fast mesh denoising with data driven normal filtering using deep autoencoders},
  author={Nousias, Stavros and Arvanitis, Gerasimos and Lalos, Aris S and Moustakas, Konstantinos},
  booktitle={2019 IEEE 17th International Conference on Industrial Informatics (INDIN)},
  volume={1},
  pages={260--263},
  year={2019},
  organization={IEEE}
}

@article{nousias2020avatree,
  title={AVATREE: An open-source computational modelling framework modelling Anatomically Valid Airway TREE conformations},
  author={Nousias, Stavros and Zacharaki, Evangelia I. and Moustakas, Konstantinos},
  journal={PLoS ONE},
  volume={15},
  number={4},
  pages={e0230259},
  year={2020}
}

@article{ntalianis2020deep,
  title={Deep CNN sparse coding for real time inhaler sounds classification},
  author={Ntalianis, Vaggelis and Fakotakis, Nikos Dimitris and Nousias, Stavros and Lalos, Aris S and Birbas, Michael and Zacharaki, Evangelia I and Moustakas, Konstantinos},
  journal={Sensors},
  volume={20},
  number={8},
  pages={2363},
  year={2020},
  publisher={MDPI}
}

@article{lalas2020take,
  title={Take-A-Breath: Smart Platform for Self-management and Support of Patients with Chronic Respiratory Diseases},
  author={Lalas, Antonios and Polychronidou, Eleftheria and Nousias, Stavros and Evaggelatos, Pavlos and Kordonias, Rafael and Arvanitis, Gerasimos and Kokonozi, Athina and Steiropoulos, Paschalis and Fourlis, Alexis and Georgiou, Androula and others},
  journal={Information, Intelligence, Systems and Applications},
  volume={1},
  number={1},
  pages={74--78},
  year={2020}
}

@inproceedings{nousias2020mesh,
  title={Mesh saliency detection using convolutional neural networks},
  author={Nousias, Stavros and Arvanitis, Gerasimos and Lalos, Aris S and Moustakas, Konstantinos},
  booktitle={2020 IEEE International Conference on Multimedia and Expo (ICME)},
  pages={1--6},
  year={2020},
  organization={IEEE}
}

@article{nousias2020fast,
  title={Fast mesh denoising with data driven normal filtering using deep variational autoencoders},
  author={Nousias, Stavros and Arvanitis, Gerasimos and Lalos, Aris S and Moustakas, Konstantinos},
  journal={IEEE Transactions on Industrial Informatics},
  volume={17},
  number={2},
  pages={980--990},
  year={2020},
  publisher={IEEE}
}

@article{nousias2020saliency,
  title={A saliency aware cnn-based 3d model simplification and compression framework for remote inspection of heritage sites},
  author={Nousias, Stavros and Arvanitis, Gerasimos and Lalos, Aris S and Pavlidis, George and Koulamas, Christos and Kalogeras, Athanasios and Moustakas, Konstantinos},
  journal={IEEE Access},
  volume={8},
  pages={169982--170001},
  year={2020},
  publisher={IEEE}
}

@inproceedings{blekos2020efficient,
  title={Efficient automated U-Net based tree crown delineation using UAV multi-spectral imagery on embedded devices},
  author={Blekos, Kostas and Nousias, Stavros and Lalos, Aris S},
  booktitle={2020 IEEE 18th International Conference on Industrial Informatics (INDIN)},
  volume={1},
  pages={541--546},
  year={2020},
  organization={IEEE}
}

@inproceedings{nousias2021accelerating,
  title={Accelerating deep neural networks for efficient scene understanding in automotive cyber-physical systems},
  author={Nousias, Stavros and Pikoulis, Erion Vasilis and Mavrokefalidis, Christos and Lalos, Aris S},
  booktitle={2021 4th IEEE International Conference on Industrial Cyber-Physical Systems (ICPS)},
  pages={63--69},
  year={2021},
  organization={IEEE}
}

@article{nousias2021empowering,
  title={Empowering cyberphysical systems of systems with intelligence},
  author={Nousias, Stavros and Piperigkos, Nikos and Arvanitis, Gerasimos and Fournaris, Apostolos and Lalos, Aris S and Moustakas, Konstantinos},
  journal={arXiv preprint arXiv:2107.02264},
  year={2021}
}

@article{pikoulis2022new,
  title={A new clustering-based technique for the acceleration of deep convolutional networks},
  author={Pikoulis, Erion Vasilis and Mavrokefalidis, Christos and Nousias, Stavros and Lalos, Aris S},
  journal={Deep Learning Applications, Volume 3},
  pages={123--150},
  year={2022},
  publisher={Springer Singapore}
}

@inproceedings{nousias2021accelerating,
  title={Accelerating 3D scene analysis for autonomous driving on embedded AI computing platforms},
  author={Nousias, Stavros and Pikoulis, Erion-Vasilis and Mavrokefalidis, Christos and Lalos, Aris S and Moustakas, Konstantinos},
  booktitle={2021 IFIP/IEEE 29th International Conference on Very Large Scale Integration (VLSI-SoC)},
  pages={1--6},
  year={2021},
  organization={IEEE}
}

@article{nousias2022patient,
  title={Patient-specific modelling, simulation and real time processing for constrictive respiratory diseases},
  author={Nousias, Stavros},
  journal={arXiv preprint arXiv:2207.01082},
  year={2022}
}

@inproceedings{piperigkos2022robust,
  title={Robust 4D awareness via diffusion adaptation over Connected and Autonomated vehicles},
  author={Piperigkos, Nikos and Nousias, Stavros and Lalos, Aris S},
  booktitle={2022 IEEE 14th Image, Video, and Multidimensional Signal Processing Workshop (IVMSP)},
  pages={1--5},
  year={2022},
  organization={IEEE}
}

@inproceedings{arvanitis2022coarse,
  title={Coarse-to-fine defect detection of heritage 3D models using a CNN learning approach},
  author={Arvanitis, Gerasimos and Nousias, Stavros and Lalos, Aris S and Moustakas, Konstantinos},
  booktitle={2022 IEEE 5th International Conference on Industrial Cyber-Physical Systems (ICPS)},
  pages={1--6},
  year={2022},
  organization={IEEE}
}

@article{nousias2023deep,
  title={Deep saliency mapping for 3D meshes and applications},
  author={Nousias, Stavros and Arvanitis, Gerasimos and Lalos, Aris and Moustakas, Konstantinos},
  journal={ACM Transactions on Multimedia Computing, Communications and Applications},
  volume={19},
  number={2},
  pages={1--22},
  year={2023},
  publisher={ACM New York, NY}
}

@misc{nousias2022respiratory,
  title={Respiratory and Drug Actuation Dataset},
  author={Nousias, Stavros and Arvanitis, Gerasimos and Anastasiou, Aggeliki and Moustakas, Konstantinos},
  journal={https://ieee-dataport.org/documents/respiratory-and-drug-actuation-dataset},
  number={10.21227/g84h-ma24},
  year={2022}
}

@phdthesis{nousias2022patient,
  title={Patient-specific modelling, simulation and real time processing for respiratory diseases},
  author={Nousias, Stavros},
  year={2022},
  school={University of Patras, School of Engineering, Department of Electrical and~…}
}

@article{fakotakis2023ai,
  title={AI Sound Recognition on Asthma Medication Adherence: Evaluation With the RDA Benchmark Suite},
  author={Fakotakis, Dimitris Nikos and Nousias, Stavros and Arvanitis, Gerasimos and Zacharaki, Evangelia I and Moustakas, Konstantinos},
  journal={IEEE Access},
  volume={11},
  pages={13810--13829},
  year={2023},
  publisher={IEEE}
}

@article{nousias2023accelerating,
  title={Accelerating Deep Neural Networks for Efficient Scene Understanding in Multi-Modal Automotive Applications},
  author={Nousias, Stavros and Pikoulis, Erion-Vasilis and Mavrokefalidis, Christos and Lalos, Aris S},
  journal={IEEE Access},
  volume={11},
  pages={28208--28221},
  year={2023},
  publisher={IEEE}
}

@inproceedings{berggold2023towards,
  title={Towards predicting Pedestrian Evacuation Time and Density from Floorplans using a Vision Transformer},
  author={Berggold, Patrick and Nousias, Stavros and Dubey, Rohit K and Borrmann, Andr{\'e}},
  booktitle={30th EG-ICE International Workshop on Intelligent Computing in Engineering},
  year={2023}
}

@inproceedings{wu2023parametrization,
  title={Parametrization-based solution space exploration for Model Healing},
  author={Wu, Jiabin and Nousias, Stavros and Borrmann, Andr{\'e}},
  booktitle={30th EG-ICE International Workshop on Intelligent Computing in Engineering},
  year={2023}
}

@inproceedings{carrara20233d,
  title={3D Reconstruction of Building Morphology from Fa{\c{c}}ade Drawings using Transformed-based Mono-depth Estimation},
  author={Carrara, Andrea and Nousias, Stavros and Dubey, Rohit and Borrman, Andr{\'e}},
  booktitle={30th EG-ICE International Workshop on Intelligent Computing in Engineering},
  year={2023}
}