Publications

Journal Papers

  1. Konstantinos Makantasis, Alexandros Georgogiannis, Athanasios Voulodimos, Ioannis Georgoulas, Anastasios Doulamis and Nikolaos Doulamis. "Rank-R FNN: A Tensor-Based Learning Model for High-Order Data Classification". IEEE Access, vol.9, pp.58609-58620, 2021
  2. Konstantinos Makantasis, Antonios Liapis and Georgios N. Yannakakis. "The Pixels and Sounds of Emotion: General-Purpose Representations of Arousal in Games". IEEE Transactions on Affective Computing, 2021
  3. Anastasios Doulamis, Athanasios Voulodimos, Eftychios Protopapadakis, Nikolaos Doulamis, Konstantinos Makantasis. "Automatic 3D Modeling and Reconstruction of Cultural Heritage Sites from Twitter Images". Sustainability, vol.12(10), 2020
  4. 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
  5. 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
  6. 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
  7. 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
  8. 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
  9. 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
  10. 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
  11. 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
  12. 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
  13. 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
  14. 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
  15. 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
  16. Panagiotis Partsinevelos, Elias Stamboliadis, and Konstantinos Makantasis. "Image-based mineral liberation simulation incorporating experimental grinding models". Canadian Metallurgical Quarterly, vol.51(4), pp.383-389, 2012
  17. 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. Athanasios Voulodimos, Konstantinos Fokeas, Nikolaos Doulamis, Anastasios  Doulamis, Konstantinos Makantasis. "Noise-Tolerant Hyperspectral Image Classification Using Discrete Cosine Transform and Convolutional Neural Networks". in International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences-ISPRS Archives 43.B2 (2020): 1281-1287.
  2. Konstantinos Makantasis, Athanasios Voulodimos, Anastasios Doulamis, Nikolaos Bakalos and Nikolaos Doulamis. "Space-Time Domain Tensor Neural Networks: An Application on Human Pose Classification". in 25th International Conference on Pattern Recognition (ICPR), IEEE, 2020
  3. Andrea Dunbar, Sebastien Blanc, Pedram Pad, Pierre-Alain Beuchat, Athanasios Papathanasiou, Antonios, Nikitakis, Konstantinos Makantasis. "A fast simple-to-use and inexpensive multispectral camera to detect skin conditions". in Photonic Instrumentation Engineering VII (Vol. 11287, p. 1128716). International Society for Optics and Photonics, 2020
  4. 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
  5. 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
  6. 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
  7. 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
  8. 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
  9. 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
  10. 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
  11. 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
  12. 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
  13. 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
  14. 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
  15. 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
  16. 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
  17. 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
  18. 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
  19. 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
  20. 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
  21. 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
  22. 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
  23. Andreas Hadjiprokopis, Konstantinos Makantasis et al. "4D reconstruction of the past: the image retrieval and 3D model construction pipeline". in  2nd International Conference on Remote Sensing and Geoinformation of the Environment (RSCy2014). Vol. 9229. International Society for Optics and Photonics, 2014.
  24. 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
  25. 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
  26. 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
  27. 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
  28. 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
  29. 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
  30. 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
  31. 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
  32. 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
  33. 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
  34. 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