Publications

Journal Papers

  1. Konstantinos Makantasis, Maria Kontorinaki, and Ioannis Nikolos. "Deep Reinforcement Learning Based Driving Policy for Autonomous Road Vehicles". IET Intelligent Transportation Systems, vol.14(1), pp.13-24, 2019
  2. Antonis Nikitakis, Konstantinos Makantasis, Nikolaos Tampouratzis, and Ioannis Papaefstathiou. "A Unified Novel Neural Network Approach and a Prototype Hardware Implementation for Ultra-Low Power EEG Classification". IEEE Trans. on Biomedical Circuits and Systems, vol.13(4), pp.670-681, 2019
  3. Konstantinos Makantasis, Anastasios Doulamis, Nikolaos Doulamis, and Antonis Nikitakis. "Tensor-based classification models for hyperspectral data analysis". IEEE Trans. on Geoscience and Remote Sensing, vol.56(12), pp.6884-6898, 2018
  4. Konstantinos Makantasis and Markos Papageorgiou. "Motorway path planning for automated road vehicles based on optimal control methods". Transportation Research Record, vol. 2672(19), pp.112-123, 2018
  5. Konstantinos Makantasis, Antonis Nikitakis, Anastasios Doulamis, Nikolaos Doulamis, and Yannis Papaefstathiou. "Data-driven background subtraction algorithm for in-camera acceleration in thermal imagery". IEEE Trans. on Circuits and Systems for Video Technology, vol.28(9), pp.2090-2104, 2017
  6. Athanasios Voulodimos, Nikolaos Doulamis, Dieter Fritsch, Konstantinos Makantasis, Anastasios Doulamis, and Michael Klein. "Four-dimensional reconstruction of cultural heritage sites based on photogrammetry and clustering". Journal of Electronic Imaging, vol.26(1):011013, 2017
  7. Konstantinos Makantasis, Eftychios Protopapadakis, Anastasios Doulamis, Nikolaos Doulamis, and Nikolaos Matsatsinis. "3d measures exploitation for a monocular semisupervised fall detection system". Multimedia Tools & Applications, vol.75(22), pp.15017-15049, 2016
  8. Konstantinos Makantasis, Eftychios Protopapadakis, Anastasios Doulamis, and Nikolaos Matsatsinis. "Semi-supervised vision-based maritime surveillance system using fused visual attention maps". Multimedia Tools & Applications, vol.75(22), pp.15051-15078, 2016
  9. Konstantinos Makantasis, Anastasios Doulamis, Nikolaos Doulamis, and Marinos Ioannides. "In the wild image retrieval and clustering for 3d cultural heritage landmarks reconstruction". Multimedia Tools & Applications, vol.75(7), pp.3593-3629, 2016
  10. Georgia Kyriakaki, Anastasios Doulamis, Nikolaos Doulamis, Marinos Ioannides, Konstantinos Makantasis, Eftichios Protopapadakis, Andreas Hadjiprocopis, Konrad Wenzel, Dieter Fritsch, Michael Klein, et al. "4d reconstruction of tangible cultural heritage objects from web-retrieved images". International Journal of Heritage in the Digital Era, vol.3(2), pp.431–452, 2014
  11. Christos Roumpos, Panagiotis Partsinevelos, Konstantinos Makantasis, Zacharias Agioutantis, and Antigoni Vlachou. "The optimal location of the distribution point of the belt conveyor system in continuous surface mining operations". Simulation Modelling Practice and Theory, vol.47, pp.19-27, Elsevier, 2014
  12. Panagiotis Partsinevelos, Konstantinos Papadakis, and Konstantinos Makantasis. "Spatiotemporal graph queries on geographic databases under a conceptual abstraction scale". Geospatial Information Science, vol.17(2), pp.110–118, 2014
  13. Marinos Ioannides, Konstantinos Makantasis, et. al. "Online 4D reconstruction using multi-images available under Open Access". ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, II-5 W, vol.1, pp.169-174, 2013
  14. Panagiotis Partsinevelos, Elias Stamboliadis, and Konstantinos Makantasis. "Image-based mineral liberation simulation incorporating experimental grinding models". CanadianMetallurgicalQuarterly, vol.51(4), pp.383-389, 2012
  15. Konstantinos Makantasis and Anastasios Doulamis. "3d measures computed in monocular camera system and svm-based classifier for humans fall detection". TMC Academic Journal, vol.7(2), pp.1-14, 2011

Conference Papers

  1. Konstantinos Makantasis, Antonios Liapis, and Georgios N. Yannakakis. "From Pixels to Affect: A Study on Games and Player Experience". in 8th International Conference on Affective Computing and Intelligent Interaction (ACII), IEEE, 2019
  2. Konstantinos Makantasis, Athanasios Voulodimos, Anastasios Doulamis, Nikolaos Doulamis, and Ioannis Georgoulas. "Hyperspectral Image Classification with Tensor-Based Rank-R Learning Models". in International Conference on Image Processing (ICIP), pp. 3148-3125, IEEE, 2019
  3. Antonios Liapis, Daniel Karavolos, Konstantinos Makantasis, Konstantinos Sfikas and Georgios N. Yannakakis. "Fusing Level and Ruleset Features for Multimodal Learning of Gameplay Outcomes". in Conference on Games (CoG-19), IEEE, 2019
  4. Konstantinos Makantasis, Maria Kontorinaki, and Ioannis Nikolos. "A Deep Reinforcement Learning Driving Policy for Autonomous Road Vehicles". in 8th Symposium of the European Association for Research in Transportation (hEART), 2019
  5. Konstantinos Makantasis, Anastasios Doulamis, Nikolaos Doulamis, and Athanasios Voulodimos. "Common Mode Patterns for Supervised Tensor Subspace Learning". in International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 2927-2931, IEEE, 2019
  6. Konstantinos Makantasis, Anastasios Doulamis, Nikolaos Doulamis, Antonis Nikitakis, and Athanasios Voulodimos. "Tensor-based nonlinear classifier for high-order data analysis". in International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 2927-2931, IEEE, 2018
  7. Konstantinos Makantasis, Nikolaos Doulamis, and Athanasios Voulodimos. "Recognizing Buildings through Deep Learning: A Case Study on Half-timbered Framed Buildings in Calw City". in International conference on Computer Vision Theory and Applications (VISIGRAPP), pp. 444-450, 2017
  8. Eftychios Protopapadakis, Konstantinos Makantasis, George Kopsiaftis, Nikolaos Doulamis, and Aggelos Amditis. "Crack Identification Via User Feedback, Convolutional Neural Networks and Laser Scanners for Tunnel Infrastructures". in International conference on Computer Vision Theory and Applications (VISIGRAPP), pp. 725-734, 2017
  9. Konstantinos Makantasis, Yannis Katsaros, Anastasios Doulamis, and Matthaios Bimpas. "Online indexing structure for big image data used for 3d reconstruction". in Proceedings of the 11th Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications - Volume 4: RGB-SpectralImaging, (VISIGRAPP), pp. 705–714, 2016
  10. Eftychios Protopapadakis, Christos Stentoumis, Nikolaos Doulamis, Anastasios Doulamis, Konstantinos Makantasis, Konstantinos Loupos, George Kopsiautis, and Aggelos Amditis. "Autonomous robotic inspection in tunnels". in XXIII International Society for Photogrammetry and Remote Sensing (ISPRS), vol. 3(5), 2016
  11. Antonis Nikitakis, Ioannis Papaefstathiou, Konstantinos Makantasis, and Anastasios Doulamis. "A novel background subtraction scheme for in-camera acceleration in thermal imagery". in Design, Automation & Test in Europe Conference & Exhibition (DATE), pp. 1497-1500. IEEE, 2016
  12. Konstantinos Makantasis, Anastasios Doulamis, Nikolaos Doulamis, and Konstantinos Psychas. "Deep learning based human behaviour recognition in industrial workflows". in International Conference on Image Processing (ICIP), pp. 1609-1613, IEEE, 2016
  13. Konstantinos Makantasis, Konstantinos Karantzalos, Anastasios Doulamis, and Nikolaos Doulamis. "Deep supervised learning for hyperspectral data classification through convolutional neural networks". in International Geoscience and Remote Sensing Symposium (IGARSS), pp. 4959–4962, IEEE, 2015
  14. Konstantinos Makantasis, Konstantinos Karantzalos, Anastasios Doulamis, and Konstantinos Loupos. "Deep learning-based man-made object detection from hyperspectral data". in Advances in Visual Computing, pages 717–727. Springer, 2015
  15. Konstantinos Makantasis, Eftychios Protopapadakis, Anastasios Doulamis, Nikolaos Doulamis, and Constantinos Loupos. "Deep convolutional neural networks for efficient vision based tunnel inspection". in International Conference on Intelligent Computer Communication and Processing (ICCP), pp. 335–342. IEEE, 2015
  16. Konstantinos Makantasis, Anastasios Doulamis, and Konstantinos Loupos. "Variational inference for background subtraction in infrared imagery". in Advances in Visual Computing, pp. 693-705. Springer, 2015
  17. Nikolaos Doulamis, Anastasios Doulamis, Konstantinos Makantasis, Konstantinos Karantzalos, and Konstantinos Loupos. "Micro-scale thermal behavioral analysis for active evacuation routes". in Proceedings of the 8th International Conference on PErvasive Technologies Related to Assistive Environments (PETRA), ACM, 2015
  18. Anastasios Doulamis, Nikolaos Doulamis, Konstantinos Makantasis, and Michael Klein. "A 4D Virtual/Augmented Reality Viewer Exploiting Unstructured Web-based Image Data". in International conference on Computer Vision Theory and Applications (VISIGRAPP), pp. 631-639, 2015
  19. Eftychios Protopapadakis, Konstantinos Makantasis, and Nikolaos Doulamis. "Maritime Targets Detection from Ground Cameras Exploiting Semi-supervised Machine Learning". in International conference on Computer Vision Theory and Applications (VISIGRAPP), pp. 583-594, 2015
  20. Konstantinos Makantasis, Anastasios Doulamis, Nikolaos Doulamis, Marinos Ioannides, and Nikolaos Matsatsinis. "Content-based filtering for fast 3d reconstruction from unstructured web-based image data". in Digital Heritage. Progress in Cultural Heritage: Documentation, Preservation, and Protection, pp. 91-101. Springer, 2014
  21. Anastasion Doulamis, Konstantinos Makantasis, et. al. "4D reconstruction of the past". in First International Conference on Remote Sensing and Geoinformation of the Environment (RSCy2013), vol. 8795, 2013
  22. Konstantinos Makantasis, Anastasios Doulamis, and Nikolaos Doulamis. "A non-parametric unsupervised approach for content based image retrieval and clustering". in Proceedings of the 4th ACM/IEEE international workshop on Analysis and retrieval of tracked events and motion in imagery stream, pp. 33-40. ACM, 2013
  23. Konstantinos Makantasis, Anastasios Doulamis, and Nikolaos Doulamis. "Vision-based maritime surveillance system using fused visual attention maps and online adaptable tracker". in 14th International Workshop on Image Analysis for Multimedia Interactive Services (WIAMIS), pp. 1-4. IEEE, 2013
  24. Yiannis Agadakos, Konstantinos Makantasis, Panagiotis Partsinevelos, George Papadakis, and Anastasios Doulamis. "Safe urban growth: An integrated ICT solution for unstandardized and distributed information handling". in 14th International Symposium and Workshops on World of Wireless, Mobile and Multimedia Networks (WoWMoM), pp. 1-6. IEEE, 2013
  25. Konstantinos Makantasis, Anastasios Doulamis, and Nikolaos Matsatsinis. "3d measures computed in monocular camera system for fall detection". in Proceedings of the 2nd International Conference on Advanced Communications and Computation (INFOCOMP), pp. 68-73, 2012
  26. Konstantinos Makantasis, Anastasios Doulamis, and Nikolaos Matsatsinis. "Student-t background modeling for persons’ fall detection through visual cues". in 13th International Workshop on Image Analysis for Multimedia Interactive Services (WIAMIS), pp. 1-4. IEEE, 2012
  27. Eftychios Protopapadakis, Anastasios Doulamis, Konstantinos Makantasis, and Athanasios Voulodimos. "A semisupervised approach for industrial workflow recognition". in Proceedings of the 2nd International Conference on Advanced Communications and Computation (INFOCOMP), pp.21-26, 2012
  28. Konstantinos Makantasis, Eftychios Protopapadakis, Anastasios Doulamis, Lazaros Grammatikopoulos, and Christos Stentoumis. "Monocular camera fall detection system exploiting 3d measures: a semi-supervised learning approach". in European Conference on Computer Vision (ECCV). Workshops and Demonstrations, pp. 81-90. Springer, 2012
  29. Anastasios Doulamis and Konstantinos Makantasis. "Iterative scene learning in visually guided persons’ falls detection". in 19th European Signal Processing Conference (EUSIPCO), pp. 779-783. IEEE, 2011