Sdraka et al., 2022. Deep Learning for Downscaling Remote Sensing Images: Fusion and Super-Resolution, IEEE Geoscience and Remote Sensing Magazine.
Kikaki K, Kakogeorgiou I, Mikeli P, Raitsos DE, Karantzalos K., 2022. MARIDA: A benchmark for Marine Debris detection from Sentinel-2 remote sensing data, PLoS ONE.
Psiroukis V., Espejo-Garcia B., Chitos A., Dedousis A., Karantzalos K., Fountas S., 2022. Assessment of Different Object Detectors for the Maturity Level Classification of Broccoli Crops Using UAV Imagery, Remote Sensing, 14, 731.
Bellou N., Gambardella C., Karantzalos K., Monteiro L., Canning-Clode J., Kemna S., Arrieta-Giron C., Lemmen C., 2021. Global Assessment of Innovative Solutions to tackle Marine Litter, Nature Sustainability.
Kakogeorgiou I. and Karantzalos K., 2021. Evaluating Explainable Artificial Intelligence Methods for Multi-label Deep Learning Classification tasks in Remote Sensing, International Journal of Applied Earth Observation and Geoinformation, Vol.103, https://doi.org/10.1016/j.jag.2021.102520.
Papadomanolaki M., Vakalopoulou M., Karantzalos K., 2021. A Deep Multi-Task Learning Framework Coupling Semantic Segmentation and Fully Convolutional LSTM Networks for Urban Change Detection, IEEE Transactions on Geoscience and Remote Sensing .
Agrafiotis P., Karantzalos K., Georgopoulos A., Skarlatos D., 2021. Learning from Synthetic Data: Enhancing Refraction Correction Accuracy for Airborne Image-Based Bathymetric Mapping of Shallow Coastal Waters, Journal of Photogrammetry, Remote Sensing and Geoinformation Science , vol.89, no.2, pp.91-109, doi:10.1007/s41064-021-00144-1
Papadomanolaki, M., Christodoulidis S., Karantzalos K., Vakalopoulou M., 2021. Unsupervised Multistep Deformable Registration of Remote Sensing Imagery Based on Deep Learning, Remote Sensing, no. 7: 1294. https://doi.org/10.3390/rs13071294.
Sil, A., Bespalov, A., Dalla, C., Ferland-Beckham, C., Herremans, A., Karantzalos, K., et al., 2021. PEERS - An Open Science Platform for the Exchange of Experimental Research Standards in Biomedicine, Frontiers in behavioral neuroscience, 15, 755812. https://doi.org/10.3389/fnbeh.2021.755812.
Kikaki A., Karantzalos K., Power A. C., Raitsos E. D., 2020. Remotely Sensing the Source and Transport of Marine Plastic Debris in Bay Islands of Honduras (Caribbean Sea), Remote Sensing, 12(11), 1727; https://doi.org/10.3390/rs12111727.
Kandylakis Z., Falagas A., Karakizi C., Karantzalos K., 2020. Water Stress Estimation in Vineyards from Aerial SWIR and Multispectral UAV Data, Remote Sensing, 12(15), 2499; https://doi.org/10.3390/rs12152499.
Agrafiotis P., Karantzalos K., Georgopoulos A., Skarlatos D., 2020. Correcting Image Refraction: Towards Accurate Aerial Image-Based Bathymetry Mapping in Shallow Waters, Remote Sensing, 12(2), 322; https://doi.org/10.3390/rs12020322.
Papadomanolaki M., Vakalopoulou M., Karantzalos K., 2019., A Novel Object-Based Deep Learning Framework for Semantic Segmentation of Very High-Resolution Remote Sensing Data: Comparison with Convolutional and Fully Convolutional Networks, Remote Sensing, 11(6), 684; https://doi.org/10.3390/rs11060684.
Kandylakis, Z.; Vasili, K.; Karantzalos, K. 2019., Fusing Multimodal Video Data for Detecting Moving Objects/Targets in Challenging Indoor and Outdoor Scenes, Remote Sensing, 11(4), 446; https://doi.org/10.3390/rs11040446.
Agrafiotis P., Skarlatos D., Georgopoulos A., Karantzalos K., 2019., DepthLearn: Learning to Correct the Refraction on Point Clouds Derived from Aerial Imagery for Accurate Dense Shallow Water Bathymetry Based on SVMs-Fusion with LiDAR Point Clouds, Remote Sensing, 11(19), 2225; https://doi.org/10.3390/rs11192225.
Karakizi C., Karantzalos K., Vakalopoulou M., Antoniou G. 2018., Detailed Land Cover Mapping from Multitemporal Landsat-8 Data of Different Cloud Cover, Remote Sensing, 10(8), doi: 10.3390/rs10081214.
Mou L., Zhu X., Vakalopoulou M., Karantzalos K., Paragios N., Le Saux B., Moser G., Tuia D. 2017., Multi-temporal very high resolution from space: Outcome of the 2016 IEEE GRSS Data Fusion Contest, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol.10(8), pp.3435-3447. * demo here*
Manakos I., Karakizi Ch., Gkinis I., Karantzalos K., 2017., Validation and Inter-Comparison of Spaceborne Derived Global and Continental Land Cover Products for the Mediterranean Region: The Case of Thessaly, Land Vol.6(2), 34, doi:10.3390/land6020034.
Karakizi C., Oikonomou M., Karantzalos K., 2016., Vineyard Detection and Vine Variety Discrimination from very High Resolution Satellite Data, Remote Sens. 8, 235, doi:10.3390/rs8030235.
Karmas A., Tzotsos A., Karantzalos K., 2016. Big Geospatial Data for Environmental and Agricultural Applications, Yu and Guo (eds.), Big Data Concepts, Theories and Applications, Springer International Publishing, DOI 10.1007/978-3-319-27763-9.
Vakalopoulou M., Karantzalos K., Komodakis N., Paragios N., 2016., Graph-based Registration, Change Detection and Classification in High Resolution Multitemporal Remote Sensing Data, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol. 9(7), pp.2940-2951.
Theologou I., Kagalou I., Papadopoulou M., Karantzalos K., 2016. Multitemporal Mapping of Chlorophyll–α in Lake Karla from High Resolution Multispectral Satellite data, Environmental Processes, Vol. 3(3), pp.681-691.
Karantzalos K., Bliziotis D., Karmas A., 2015., A Scalable Geospatial Service for Near Real-Time, High-Resolution Land Cover Mapping, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Special Issue on "Big Data in Remote Sensing", 10.1109/JSTARS.2015.2461556.
Karantzalos, K., 2015. Recent Advances on 2D and 3D Change Detection in Urban Environments from Remote Sensing Data, M. Helbich et al. (eds.), Computational Approaches for Urban Environments, Geotechnologies and the Environment 13, Springer International Publishing Switzerland, pp.237-272.
Doxani G., Karantzalos K., Tsakiri-Strati A., 2015. Object-based Building Change Detection from A Single Multispectral Image and Prior Geospatial Information, Photogrammetric Engineering & Remote Sensing, Vol. 81, No. 6, pp. 481–489.
Vakalopoulou M. and Karantzalos K., 2014. Automatic Descriptor-based Co-registration of Frame Hyperspectral Data, Remote Sens., Vol.6(4), pp.3409-3426, doi:10.3390/rs6043409.
Tzotsos A., Karantzalos K., Argialas D. 2014. Multiscale Segmentation and Classification of Remote Sensing Imagery with Advanced Edge and Scale-Space Features, in Scale Issues in Remote Sensing (ed Q. Weng), John Wiley & Sons, Inc., Hoboken, New Jersey. doi: 10.1002/9781118801628.ch09.
Doxani G., Karantzalos K., Tsakiri-Strati A., 2012. Monitoring Urban Changes Based on Scale Space Filtering and Object-Oriented Classification, International Journal of Applied Earth Observations and Geoinformation, Vol. 15, pp.38-48. "Top 25 Hottest Articles" Sciencedirect, Q1 2012
Tzotsos A., Karantzalos K., Argialas D. 2011. Object Based Image Analysis through Nonlinear Scale Space Filtering, ISPRS Journal of Photogrammetry and Remote Sensing, Volume 66, Issue 1, pp. 2-16. "Top 25 Hottest Articles" Sciencedirect, Q1 2011
Karantzalos K. and Paragios N., 2010. Large-Scale Building Reconstruction through Information Fusion and 3D Priors, IEEE Transactions on Geoscience and Remote Sensing Volume 48, No.5, pp. 2283-2296.
Karantzalos K. and Argialas D. 2009. A Region-Based Level Set Segmentation for Automatic Detection of Man-Made Objects from Aerial and Satellite Images, Photogrammetric Engineering and Remote Sensing, Vol.75, No.6, pages 667-678.
Karantzalos K. and Paragios N., 2009. Recognition-Driven 2D Competing Priors Towards Automatic And Accurate Building Detection, IEEE Transactions on Geoscience and Remote Sensing, Volume 47, Issue 1, pages 133-144.
Karantzalos K. and Argialas D. 2008. Automatic Detection and Tracking of Oil Spills with Level Set Segmentation from SAR Imagery, International Journal of Remote Sensing, Volume 29, Issue 21, pages 6281-6296. invited paper
Karantzalos K. and Argialas D., 2006. Improving Edge Detection and Watershed Segmentation with Anisotropic Diffusion and Morphological Levelings, International Journal of Remote Sensing, Volume 27, Issue 24, pages 5427–5434.
Kakogeorgiou I., Gidaris S., Psomas B., Avrithis Y., Bursuc A., Karantzalos K., Komodakis N.2022. What to Hide from Your Students: Attention-Guided Masked Image Modeling, European Conference on Computer Vision (ECCV) .
Adam et al., 2022. Objects Can Move: 3D Change Detection by Geometric Transformation Consistency, European Conference on Computer Vision (ECCV).
Venkataramanan S., Psomas B., Avrithis Y., Kijak E., Amsaleg L., Karantzalos K., 2022. It Takes Two to Tango: Mixup for Deep Metric Learning, International Conference on Learning Representations (ICLR).
Papadomanolaki M., Vakalopoulou M., K. Karantzalos K.2022. Deep Learning based Multistep Registration Focusing on Regions of Change,, IEEE International Geoscience and Remote Sensing Symposium (IGARSS), pp. 1948-1951.
Symeonakis et al., 2022. Towards a Deep Learning Fractional Woody Vegetation Cover Monitoring Framework,, IEEE International Geoscience and Remote Sensing Symposium (IGARSS), pp. 5905-5908.
Papadopoulos Τ., Mosser L., Oikonomou D., Naeini E.Z. and Karantzalos K., 2021. Few-shot Learning for Semantic Segmentation of Seismic Data, Annual Conference of the European Association of Geoscientists & Engineers, doi: https://doi.org/10.3997/2214-4609.202113255
Ntouskos V, Iliopoulou C, Karantzalos K, 2021. Production Machine Learning Frameworks for Geospatial Big Data, IEEE International Conference on Big Data, 5972-5974, doi:10.1109/BigData52589.2021.9671709
Kikaki A, Kakogeorgiou I, Mikeli P, Raitsos DE, Karantzalos K., 2021. Detecting and Classifying Marine Plastic Debris from high-resolution multispectral satellite data, EGU General Assembly Conference, 2021EGUGA..2315243K
Karakizi C, Kandylakis Z, Vaiopoulos AD, Karantzalos K., 2021. Joint Land Cover and Crop Type Mapping Using Multi-Temporal SENTINEL-2 Data from Various Environmental Zones in Greece, The International Archives of Photogrammetry, Remote Sensing and Spatial and Spatial Information Sciences, XLIII-B3-2021, 319–326, doi:10.5194/isprs-archives-XLIII-B3-2021-319-2021
Psalta A., Tsironis V., Karantzalos K., Spyropoulou I., 2020. Social Pooling with Edge Convolutions on Local Connectivity Graphs for Human Trajectory Prediction in Crowded Scenes, IEEE International Conference on Intelligent Transportation Systems (IEEE ITSC).
Mertikas P., Karantzalos K., 2020. Seafloor Mapping from Multispectral Multibeam Acoustic Data at the European Open Science Cloud, ISPRS - International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences..
Karakizi C., Tsiotas N.I.A, Kandylakis Z., Vaiopoulos A., Karantzalos K., 2020. Assessing the contribution of Spectral and Temporal Features for Annual Land Cover and Crop type Mapping, ISPRS - International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences..
Papadomanolaki M., Vakalopoulou M., Karantzalos K., 2020. Urban change detection based on semantic segmentation and fully convolutional LSTM networks, ISPRS - International Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences.
Nomikou, Pehlivanides, Saer, Karantzalos, et al., 2020. Novel Virtual Reality Solutions for Captivating Virtual Underwater Tours Targeting the Cultural and Tourism Industries, International Conference on Geographical Information Systems Theory, Applications and Management, doi: 10.5220/0009819700070013.
Papadomanolaki M., Verma S., Vakalopoulou M., Gupta S., Karantzalos K., 2019. Detecting urban changes with recurrent neural networks from multitemporal Sentinel-2 data, IEEE International Geoscience and Remote Sensing Symposium (IGARSS).
Falagas A. and Karantzalos K., 2019. A Cotton Yield Estimation Model based on Agrometeorological and High Resolution Remote Sensing Data, European Conference on Precision Agriculture (ECPA).
Pegiou V., Karantzalos K., Barouhas P., 2019. Combining SAR and Multispectral Satellite data for estimating Soil Moisture in Western Greece, ESA Living Planet Symposium..
Papadomanolaki M., Karantzalos K., Vakalopoulou M., 2019. A multi-task deep learning framework coupling semantic segmentation and image reconstruction for very high resolution imagery, IEEE International Geoscience and Remote Sensing Symposium (IGARSS).
Tampouratzi V-L, Karantzalos K., Papadopoulou N. 2019. Estimating green water footprint at river basin scale,, 14th Conference of the Hellenic Hydrotechnical Association.
Tsamoura E., Kikaki K., Karantzalos K., 2019. Evaluating the performance of Chlorophyll and Temperature Estimation Models derived from MODIS and Seninel-3 Data in the Southeast Mediterranean, ESA Living Planet Symposium.
Karakizi C., Antoniou G., Karantzalos K., 2018. Towards joint land cover and crop type mapping with numerous classes, IEEE International Geoscience and Remote Sensing Symposium (IGARSS).
Platias C., Kandylakis Z., Panagou E., Nychas G., Karantzalos K., 2018. Snapshot Multispectral and Hyperspectral Data Processing for Estimating Food Quality Parameters, IEEE Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (IEEE WHISPERS). .
Kordalis N., Nastos P. and Karantzalos K., 2018. Urban Heat Island in the Greater Athens Area using Remote Sensing Products, International Conference on Meteorology, Climatology and Atmospheric Physics.
Karakizi C., Gounari O., Karantzalos K., 2018. Annual Land Cover and Crop Type Mapping from Landsat-8 and Sentinel-2 Multi-temporal Data, Joint EARSeL/ NASA Workshop on Land Cover Mapping.
Kikaki A., Karantzalos K., V. Kapsimalis 2018. Detection and Monitoring of Marine Pollution using Multitemporal High-resolution Remote Sensing Data, International Conference of the Hellenic Geographical Society.
Papadomanolaki M., Vakalopoulou M., Paragios N., Karantzalos K., 2018. Stacked Encoder-Decoders for Accurate Semantic Segmentation of Very High Resolution Satellite Datasets, IEEE International Geoscience and Remote Sensing Symposium (IGARSS).
Papadomanolaki M., Vakalopoulou M., Karantzalos K., 2017. Patch-based Deep Learning Architectures for Sparse Annotated Very High Resolution Datasets, Joint Urban Remote Sensing Event (JURSE 2017), Special Session: Deep Learning. **student paper competition finalist**
Vardoulaki T., Vakalopoulou M., Karantzalos K., 2017. Per City-Block Density Estimation at Build-Up Areas from Aerial RGB Imagery with Deep Learning, Joint Urban Remote Sensing Event (JURSE 2017), Special Session: Urban Land Cover Mapping.
Kandylakis Z., Karantzalos K., Doulamis A., Karagiannidis L., 2017. Multimodal Data Fusion for Effective Surveillance of Critical Infrastructures, ISPRS-International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, pp.87-93.
Karantzalos K. and Karmas A. 2017. Scalable Cloud-based Computation of Consistent Surface Reflectance Mosaics at 10m from Sentinel-2 and Landsat-8 Missions, ESA Conference on Big Data from Space, pp.181-184, doi: 10.2760/383579.
Vellas S., Lentaris G., Maragos K., Soudris D., Kandylakis Z., Karantzalos K., 2017. FPGA acceleration of hyperspectral image processing for high-speed detection applications, IEEE International Symposium on Circuits and Systems, doi: 10.1109/ISCAS.2017.8050773.
Karantzalos, Karmas, Tzotsos, 2017. Monitoring Crop Growth and Key Agronomic Parameters through Multitemporal Observations and Time Series Analysis from Remote Sensing Big Data, European Conference on Precision Agriculture, Advances in Animal Biosciences Vol.8(2), pp.394-399.
Karakizi and Karantzalos, 2017. Comparing Land Cover Maps derived from all Annual Landsat-8 and Sentinel-2 Data at Different Spatial Scales, ESA WorldCover Conference.
Karakizi, Vakalopoulou, Karantzalos, 2017. Annual Crop-type Classification from Multitemporal Landsat-8 and Sentiel-2 Data based on Deep-learning, International Symposium on Remote Sensing of Environment.
Karmas and Karantzalos, 2017. Effective and Scalable Computation of Termporal Colour Composites from Earth Observation Big Data, International Symposium on Remote Sensing of Environment.
Kontopoulou E., Kolokoussis P. and Karantzalos K., 2017. Water quality estimation in Greek lakes from Landsat 8 multispectral satellite data, European Water, Vol.58, pp.191-196.
Albrechtova et al., 2017. Global Land Cover Products Validation and Inter-comparison in South Central and Eastern Europe, ESA WorldCover Conference.
Vakalopoulou M., Platias C., Papadomanolaki M., Paragios N., Karantzalos K., 2016. Simultaneous Registration, Segmentation and Change Detection from Multisensor, Multitemporal Satellite Image Pairs, IEEE International Geoscience and Remote Sensing Symposium (IGARSS) **2nd place @2016 IEEE GRSS Data Fusion Contest**
Papadomanolaki, M., Vakalopoulou, M., Zagoruyko, S., Karantzalos, K., 2016. Benchmarking Deep Learning Frameworks for the Classification of High Resolution Satellite Multispectral Data, ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences. **Code: here**
Platias, Ch., Vakalopoulou, M., Karantzalos, K., 2016. Automatic MRF-based Registration of High Resolution Satellite Video Data, ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences.
Karmas and Karantzalos, 2016. Scalable Geospatial Services for the Production of Time Series and Value-added Maps in Agriculture and Water Quality Monitoring, Proceedings of the 2016 Conference on Big Data from Space (ESA BiDS'16) [slides]
Platias, Ch., Vakalopoulou, M., Karantzalos, K., 2016. Fully Automated Sentinel-2 Data Registration to Various Multi-sensor Earth Observation Imaging Datasets, European Space Agency (ESA), Living Planet Symposium, 2016
Vaiopoulos and Karantzalos, 2016. Pansharpening on the Narrow VNIR and SWIR Spectral Bands of Sentinel-2, ISPRS Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences. **Best Poster Award**
Agrafiotis P., Georgopoulos A., Karantzalos K., 2016. The effect of Pansharpening Algorithms on the resulting Orthoimagery, ISPRS Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences.
Kandylakis and Karantzalos, 2016. Precision viticulture from multitemporal, multispectral very high resolution satellite data, ISPRS Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences.
Karmas A., Tzotsos, A., Karantzalos K., 2015. Scalable Geospatial Web Services through Efficient, Online and Near Real-time Processing of Earth Observation Data, IEEE International Conference on Big Data Computing Service and Applications.
Vakalopoulou M., Karantzalos K., Komodakis N., Paragios N., 2015, Simultaneous Registration and Change Detection in Multitemporal, Very High Resolution Remote Sensing Data, IEEE Computer Vision and Pattern Recognition Workshops, CVPRW'15, June 2015, pp.1-9. **Honourable Mention Paper Prize**
Karantzalos K., Karmas A., Tzotsos, A., 2015. RemoteAgri: Processing Online Big Earth Observation Data for Precision Agriculture, 10th European Conference on Precision Agriculture, pp.421-428, doi: http://dx.doi.org/10.3920/978-90-8686-814-8_52.
Makantasis K., Karantzalos K., Doulamis A., Doulamis N., 2015. Deep Supervised Learning for Hyperspectral Data Classification through Convolutional Neural Networks, IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2015.
Kandylakis Z., Karantzalos K., Doulamis A., Doulamis N., 2015. Multiple Object Tracking with Background Estimation in Hyperspectral Video Sequences, IEEE Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS). **(slides & demo) **best paper award**
K. Karantzalos, P. Koutsourakis, I. Kalisperakis, and L. Grammatikopoulos, 2015. Model-based Building Detection from Low-Cost Optical Sensors Onboard Unmanned Aerial Vehicles, ISPRS International Conference on Unmanned Aerial Vehicles in Geomatics, ISPRS UAV-g2015 (Volume XL-1/W4), pp.293-297.
I. Kalisperakis, Ch. Stentoumis, L. Grammatikopoulos, and K. Karantzalos, 2015. Leaf area index estimation in vineyards from UAV hyperspectral data, 2D image mosaics and 3D canopy surface models, ISPRS International Conference on Unmanned Aerial Vehicles in Geomatics, ISPRS UAV-g2015 (Volume XL-1/W4), pp.299-303.
Theologou I., Kagalou I., Papadopoulou M.P., Karantzalos K. 2015. Evaluating Multi-temporal High Resolution Satellite Chlorophyll–α Maps in Sensitive Shallow Inland Water Systems: The Case of Lake Karla, World Congress of the European Water Resources Association (EWRA), Water Resources Management in a Changing World: Challenges and Opportunities, Istanbul, June 2015.
Kopsiaftis G. and Karantzalos K., 2015. Vehicle Detection and Traffic Density Monitoring From Very High Resolution Satellite Video Data, IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2015.
Karakizi C. & Karantzalos K., 2015. Detecting and Classifying Vine Varieties From Very High Resolution Multispectral Data, IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2015.
Vakalopoulou M., Karantzalos K., Komodakis N., Paragios N., 2015. Building Detection in Very high Resolution Multispectral Data with Deep Learning Features, IEEE International Geoscience and Remote Sensing Symposium (IGARSS), 2015. **Best Poster Award**
Karmas A. and Karantzalos K., 2015. Benchmarking Server-Side Software Modules for Handling and Processing remote Sensing Data Through Rasdaman, IEEE Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing (WHISPERS), Tokyo, 2015.
Theologou, I., Patelaki, M., Karantzalos K., 2015. Can single empirical algorithms accurately predict inland shallow water quality status from high resolution, multi-sensor, multi-temporal satellite data? ISPRS Archives, Editors: G. Schreier, P. E. Skrovseth, and H. Staudenrausch, International Symposium on Remote Sensing of Environment(Volume XL-7/W3), pp.1511-1516.
Karakizi C., Oikonomou M., Karantzalos K., 2015. Spectral Discrimination and Reflectance Properties of Various Vine Varieties from Satellite, UAV and Proximate Sensors, ISPRS Archives, Editors: G. Schreier, P. E. Skrovseth, and H. Staudenrausch, International Symposium on Remote Sensing of Environment (Volume XL-7/W3), pp.31-37.
Makantasis, K., Karantzalos, K., Doulamis, A., Loupos, K., 2015. Deep Learning-Based Man-Made Object Detection from Hyperspectral Data, Advances in Visual Computing, Lecture Notes in Computer Science, Volume 9474, pp.717-727, Springer, ISBN 978-3-319-27856-8.
Karantzalos K., Sotiras A., Paragios N., 2014, Efficient and Automated Multi-Modal Satellite Data Registration through MRFs and Linear Programming, IEEE Computer Vision and Pattern Recognition Workshops, CVPRW'14, June 2014, pp.1-8. [slides]
Karmas A., Karantzalos K., Athanasiou S., 2014. Online Analysis of Remote Sensing Data for Agricultural Applications, OSGeo's European Conference on Free and Open Source Software for Geospatial, FOSS4G-Europe, July 15 - 17, 2014. [demo]
Doulaverakis, Ch., Tzotsos, A., Tsampoulatidis, I., Gerontidis, N., Argyridis, A., Karantzalos, K., Kompatsiaris, I., Argialas. D., 2014. GNORASI: A Modular Knowledge-based Platform for Object-based Image Analysis, In GEOgraphic Object Based Image Analysis GEOBIA'14, Thessaloniki, 21-23 May 2014. [demo]
Theologou I., Karantzalos K., Chamoglou M., Papadopoulou M.P. and Kagalou I., 2014. Earth Observation Techniques for Monitoring Inland Water Quality in the Mediterranean Region: A case study in Lake Karla, The Mediterranean City 2014, Adaptation Strategies to Global Environmental Change in the Mediterranean City and the Role of Global Earth Observation.
Doxani G., Karantzalos K., Tsakiri-Strati M., 2014. Knowledge-based Building Change Detection from Very High Resolution Imagery using Ancillary Geospatial Information, In GEOgraphic Object Based Image Analysis GEOBIA'14, Thessaloniki, 21-23 May 2014.
Vakalopoulou M. and Karantzalos K., 2013. Automatic Co-registration of Frame Hyperspectral Data from UAVs, In: Bendig, J.,Bareth, G. (Eds.): Proceedings of the Workshop ISPRS Workshop on UAV based Remote Sensing Methods for Monitoring Vegetation, 93-98, DOI: 10.5880/TR32DB.KGA94.13.
Kandylakis, Karantzalos, Karakizi, Makris, Georgopoulos, 2013. Evaluating Spectral Indices from WorldView-2 Satellite Data for Selective Harvesting in Vineyards, European Conference on Precision Agriculture. [4th prize]
Karakizi, Karantzalos, Kandylakis, Makris, Georgopoulos, 2013. Vineyard Detection and Vine Variety Discrimination from Satellite Data, European Conference on Precision Agriculture. [1st prize, best poster communication award]
Karantzalos, Karakizi, Kandylakis, Oikonomou, et al., 2013. Advanced remote sensing techniques and high spatial and spectral resolution data for precision viticulture. Abelos 2013 International Symposium, Trends in world viti/vini-culture development.
Doxani G., Karantzalos K., Tsakiri- Strati M., 2010. Automatic change detection in urban areas under a scale-space, object-oriented classification framework, In: Addink E.A. and Van Coillie F.M.B. (Eds.), ISPRS International Conference of Geographic Object-Based Image Analysis.
Karantzalos, K. and Paragios, N., 2009. Competing 3D Priors for Object Extraction in Remote Sensing, CMRT09, ISPRS Workshop on City Models, Roads and Traffic.
Karantzalos K., 2009. Intrinsic Dimensionality Estimation and Dimensionality Reduction through Scale Space Filtering, IEEE International Conference of Digital Signal Processing.
Karantzalos, K. and Paragios, N., 2009. Variational Model-Based 3D Building Extraction From Remote Sensing Data, IEEE International Conference on Image Processing (ICIP’09).
Karantzalos K., 2008. A 4D Morphological Scale Space Representation for Hyperspectral Imagery, International Archives of the Photogrammetry, Remote Sensing & Spatial Information Sciences, vol. XXXVII, pp.127-132, ISSN 1682-1750.
Karantzalos, K. and Paragios, N., 2008. Automatic Model-Based Building Detection From Single Panchromatic High Resolution Images, International Archives of the Photogrammetry, Remote Sensing & Spatial Information Sciences, Volume XXXVII, pp.225-230, ISSN 1682-1750.
Karantzalos, K., Argialas, D. and Paragios N., 2007. Comparing Morphological Levelings constrained by different markers, ISMM, G.Banon, et al. (eds), Mathematical Morphology and its Applications to Signal and Image Processing, pp.113-124.
Karantzalos K., Papasaika H. and Paragios N., 2007. Aerial and satellite image segmentation based on shape-constrained geodesic active contours, Annual Conference of the American Society for Photogrammetry & Remote Sensing (ASPRS'07), Tampa, USA.
Karantzalos K. and Argialas D., 2007. Automatic coastline mapping from panchromatic satellite imagery, GEOGRAPHY'07, Athens, Greece.
Karantzalos K. and Argialas D., 2006. Automatic detection of oil spills with level set segmentation technique from remotely sensed imagery, International Symposium of Remote Sensing, Korea, 2006, pp.126-129. [best paper award]
Karantzalos K. and Argialas D., 2006. Enhancement and smoothing of hyperspectal remote sensing data by advanced scale-space filtering, International Symposium of Remote Sensing, Korea, 2006, pp.736-739.
Karantzalos K. and Argialas D., 2006. An image segmentation level set method for building detection, International Symposium of Remote Sensing, Korea, 2006, pp.610-614.
Karantzalos K. and N. Paragios, 2005. Implicit free-form-deformations for multi-frame segmentation and tracking, IEEE Variational and Level Set Methods in Computer Vision, Lecture Notes in Computer Science Volume 3752, pp.271-282, Springer, ISBN 3-540-29348-5.
Karantzalos K. and N. Paragios, 2005. Higher Order Polynomials, Free Form Deformations and Optical Flow Estimation, IEEE International Conference on Image Processing (ICIP’05), vol 3, pp.1280-1283, Genoa, Italy.
Karantzalos K., Argialas D., 2004. Towards the automatic olive trees extraction from aerial and satellite imagery, International Archives of the Photogrammetry, Remote Sensing & Spatial Information Sciences, 35(5), pp 1173-1177, Istanbul, Turkey.
D. Pantazis, D. Stathakis, L. Yingcheng, T. Guo, H. Karathanassis, K. Karantzalos, 2004. Research of the Possibility for Accuracy Improvement of Topographic Maps 1:50.000 and 1:25.000 using High Resolution Satellite Images, Proceedings International Conference on Global Spatial Data Infrastructure, India.
Karantzalos K., 2003. Combining Anisotropic Diffusion and Alternating Sequential Filtering for Satellite Image Enhancement and Smoothing, Proceedings International Conference of Image and Signal Processing for Remote Sensing IX, SPIE, Barcelona, Spain, vol.5238, pp. 461–468.
Karantzalos K., Georgopoulos A., 2003. Processing Satellite Images with Nonlinear Filters, Proceedings International Conference of Image Processing: Algorithms and Systems II, IS&T/ SPIE, Santa Clara, California, USA.
Karantzalos K., 2002. A Morphological Image Processing System Towards Automatic Feature Extraction From Satellite Imagery, Proceedings International Conference on Computer Vision and Graphics, Vol. I, pp 393-401, Zakopane, Poland.
Karantzalos K., Argialas D., 2002. Evaluation of selected edge detection techniques in remotely sensed images, Proceedings International Conference of Image and Signal Processing for Remote Sensing VIII (RS07), SPIE, Crete, Greece.
Karantzalos K., Argialas D., Georgopoulos A., 2002. Towards coastline detection from aerial imagery, Proceedings IEEE International Conference of Digital Signal Processing, vol. II, pp 875-880, Santorini, Greece.
Several technical reports for research projects
PhD thesis, 2006. "Automatic feature extraction from aerial and satellite imagery with computer vision techniques".
Diploma thesis, 2000. "Edge Detection from Aerial and Satellite Imagery".