Chief Research Scientist

Arnt-Børre Salberg

Projects

Deep learning methodologies that will automatically interpret sensor data from airborne monitoring of sea and coastal areas
  • Image analysis and Earth observation
  • Climate and Environment

Automated airborne monitoring without radio contact (OceanWatch)

An aerial shot of an ice sheet.
  • Earth observation
  • Climate and Environment
  • Mapping and map revision

Machine learning and human knowledge (KnowEarth)

The image is a landscape shot of the bridge in Atlanterhavsvegen on the west coast of Norway. The bridge crosses a stretch of water and the land is bare and arctic. The sky is cloudy and grey.
  • Earth observation

Monitoring critical infrastructure using drones (InfraUAS)

Automated analysis of drone data
  • Earth observation
  • Climate and Environment

Automated analysis of drone data (SeaBee)

The image shows a school of fish in dark waters.
  • Image analysis
  • Marine image analysis

Advancing marine services with computer vision (COGMAR)

This is a satellite image of central Norway and Sweden showing snow cover. The image colours are black, various shades of blue and purple, and of course white.
  • Earth observation

A foundation model for smarter climate action (FM4CS)

Arctic region seen from satellite. Icy landmass and blue waters.
  • Image analysis and Earth observation

Sharper satellite images with deep learning (SuperAI)

Publications

  • 295 publications found
  • Publisher

Investigating the Impact of Feature Reduction for Deep Learning-based Seasonal Sea Ice Forecasting Proceedings of Machine Learning Research (PMLR), (ISSN 2640-3498 ), 2025. Scientific article

Publisher Norsk Regnesentral

Hierarchical classification of plankton 2025. Scientific lecture

Publisher Norsk institutt for vannforskning (NIVA)

Diffusion Models with Cross-Modal Data for Super-Resolution of Sentinel-2 To 2.5 Meter Resolution IEEE International Geoscience and Remote Sensing Symposium proceedings, pp. 1103 1107 , (ISSN 2153-6996 2153-7003 ), doi: https://doi.org/10.1109/IGARSS53475.2024.10641882 , 2024. Scientific article

DIB-X: Formulating Explainability Principles for a Self-Explainable Model Through Information Theoretic Learning Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing, pp. 7170 7174 , (ISSN 1520-6149 2379-190X ), doi: https://doi.org/10.1109/ICASSP48485.2024.10447094 , 2024. Scientific article

Full klaff for KI-konferansen i Tromsø uit.no, , 2024. Science for the public article

Foundation Models for Earth Observation 2024. Scientific lecture

National-Scale Detection of New Forest Roads in Sentinel-2 Time Series Remote Sensing, vol. 16, (ISSN 2072-4292 ), doi: https://doi.org/10.3390/rs16213972 , 2024. Scientific article

Bildeanalyse og KI 2024. Lecture

Bildeanalyse og AI 2024. Lecture

Publisher Norsk Regnesentral
Publisher Norsk Regnesentral

Bildeanalyse og KI , 2024. Lecture

Deep Semisupervised Semantic Segmentation in Multifrequency Echosounder Data IEEE Journal of Oceanic Engineering, vol. 48, pp. 384 400 , (ISSN 0364-9059 1558-1691 ), doi: https://doi.org/10.1109/JOE.2022.3226214 , 2023. Scientific article

Trends in deep learning 2023. Scientific lecture

Uncertainty in deep neural networks 2023. Scientific lecture

Snow ECV - Snow Cover Fraction 2023. Scientific lecture

Detection of forest roads in Sentinel-2 images using U-Net Proceedings of the Northern Lights Deep Learning Workshop, vol. 3, (ISSN 2703-6928 ), doi: https://doi.org/10.7557/18.6246 , 2022. Scientific article

Yi Liu; Qinghui Liu; James Edward Sample; Kasper Hancke; Arnt-Børre Salberg; COASTAL HABITAT MAPPING WITH UAV MULTI-SENSOR DATA: AN EXPERIMENT AMONG DCNN-BASED APPROACHES ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, vol. V-3-2022, pp. 439 445 , (ISSN 2194-9042 2194-9050 ), doi: https://doi.org/10.5194/isprs-annals-V-3-2022-439-2022 , 2022. Scientific article

Coastal habitat mapping with UAV multi-sensor data: an experiment among DCNN-based approaches ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences, vol. V-3-2022, pp. 439 445 , (ISSN 2194-9042 2194-9050 ), doi: https://doi.org/10.5194/isprs-annals-V-3-2022-439-2022 , 2022. Scientific article

Forest mapping and monitoring in Africa using Sentinel-2 data and deep learning International Journal of Applied Earth Observation and Geoinformation, vol. 111, pp. 1 13 , (ISSN 1569-8432 1872-826X ), doi: https://doi.org/10.1016/j.jag.2022.102840 , 2022. Scientific article

Trends in deep learning 2022. Lecture

Multi-modal land cover mapping of remote sensing images using pyramid attention and gated fusion networks International Journal of Remote Sensing, vol. 43, pp. 3509 3535 , (ISSN 0143-1161 1366-5901 ), doi: https://doi.org/10.1080/01431161.2022.2098078 , 2022. Scientific article

Self-constructing graph neural networks to model long-range pixel dependencies for semantic segmentation of remote sensing images International Journal of Remote Sensing, vol. 42, pp. 6184 6208 , (ISSN 0143-1161 1366-5901 ), doi: https://doi.org/10.1080/01431161.2021.1936267 , 2021. Scientific article

Semi-supervised target classification in multi-frequency echosounder data ICES Journal of Marine Science, vol. 78, pp. 2615 2627 , (ISSN 1054-3139 1095-9289 ), doi: https://doi.org/10.1093/icesjms/fsab140 , 2021. Scientific article

Machine Learning + Marine Science: Critical Role of Partnerships in Norway Journal of Ocean Technology, vol. 16, pp. 1 9 , (ISSN 1718-3200 1718-3219 ), , 2021. Article journal

Publisher Norsk Regnesentral

Estimating Traffic in Urban Areas from Very-High Resolution Aerial Images International Journal of Remote Sensing, vol. 42, pp. 865 883 , (ISSN 0143-1161 1366-5901 ), doi: https://doi.org/10.1080/01431161.2020.1815891 , 2021. Scientific article

Publisher Norsk Regnesentral
Publisher Norsk Regnesentral

Rune Solberg; Arnt Børre Salberg; Øyvind Due Trier; Bruker kunstig intelligens for å oppdage forurensning og naturforringelse , 2021. Media interview

Machine intelligence and the data-driven future of marine science ICES Journal of Marine Science, (ISSN 1054-3139 1095-9289 ), doi: https://doi.org/10.1093/icesjms/fsz057 , 2020. Scientific article

Acoustic classification in multifrequency echosounder data using deep convolutional neural networks ICES Journal of Marine Science, vol. 77, pp. 1391 1400 , (ISSN 1054-3139 1095-9289 ), doi: https://doi.org/10.1093/icesjms/fsz235 , 2020. Scientific article

Dense dilated convolutions merging network for land cover classification IEEE Transactions on Geoscience and Remote Sensing, vol. 58, pp. 6309 6320 , (ISSN 0196-2892 1558-0644 ), doi: https://doi.org/10.1109/TGRS.2020.2976658 , 2020. Scientific article

Publisher Norsk Regnesentral

SCG-Net for Semantic Labeling , 2020. Scientific lecture

The 1st Agriculture-Vision Challenge: Methods and Results pp. 212 218 , doi: https://doi.org/10.1109/CVPRW50498.2020.00032 , 2020. Scientific chapter / article / conference article

Publisher Norsk Regnesentral
Publisher Norsk Regnesentral
Publisher Norsk Regnesentral
Publisher Norsk Regnesentral

Michael C. Kampffmeyer; Sigurd Løkse; Filippo Maria Bianchi; Lorenzo Livi; Arnt Børre Salberg; et al. Deep divergence-based approach to clustering Neural Networks, vol. 113, pp. 91 101 , (ISSN 0893-6080 1879-2782 ), doi: https://doi.org/10.1016/j.neunet.2019.01.015 , 2019. Scientific article

Publisher Pergamon Press

Flood detection in Norway based on Sentinel-1 SAR imagery International Archives of Photogrammetry, Remote Sensing and Spatial Information Sciences, vol. XLII-3/W8, pp. 349 355 , (ISSN 1682-1750 2194-9034 ), doi: https://doi.org/10.5194/isprs-archives-XLII-3-W8-349-2019 , 2019. Scientific article

Kunstig intelligens finner skjulte kulturminner Aftenposten (morgenutg. : trykt utg.), pp. 24 25 , (ISSN 0804-3116 0807-2027 ), 2019. Science for the public article

The COGMAR project 2019. Scientific lecture

Publisher Norsk Regnesentral
Publisher Norsk Regnesentral
Publisher Norsk Regnesentral
Publisher European Space Agency
Publisher Norsk Regnesentral

Michael C. Kampffmeyer; Arnt Børre Salberg; Robert Jenssen; Urban land cover classification with missing data modalities using deep convolutional neural networks IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 11, pp. 1758 1768 , (ISSN 1939-1404 2151-1535 ), doi: https://doi.org/10.1109/JSTARS.2018.2834961 , 2018. Scientific article

Tree species classification in Norway from airborne hyperspectral and airborne laser scanning data European Journal of Remote Sensing, vol. 51, pp. 336 351 , (ISSN 2279-7254 ), doi: https://doi.org/10.1080/22797254.2018.1434424 , 2018. Scientific article

Multi-sensor forest vegetation height mapping methods for Tanzania European Journal of Remote Sensing, vol. 51, pp. 587 606 , (ISSN 2279-7254 ), doi: https://doi.org/10.1080/22797254.2018.1461533 , 2018. Scientific article

Classification of Ocean Surface Slicks in SimulatedHybrid-Polarimetric SAR Data IEEE Transactions on Geoscience and Remote Sensing, vol. 56, pp. 7062 7073 , (ISSN 0196-2892 1558-0644 ), doi: https://doi.org/10.1109/TGRS.2018.2847724 , 2018. Scientific article

Semi-automatic mapping of charcoal kilns from airborne laser scanning data using deep learning pp. 219 231 , 2018. Scientific chapter / article / conference article

Maskinlæring og jordobservasjon 2018. Scientific lecture

Publisher Norsk institutt for naturforskning (NINA)

Sigurd Løkse; Filippo Maria Bianchi; Arnt Børre Salberg; Robert Jenssen; Spectral clustering using PCKID ? A probabilistic cluster kernel for incomplete data Lecture Notes in Computer Science (LNCS), vol. 10269 LNCS, pp. 431 442 , (ISSN 0302-9743 1611-3349 ), doi: https://doi.org/10.1007/978-3-319-59126-1_36 , 2017. Scientific article

Publisher Springer

Remote sensing of snow wetness in Romania by Sentinel-1 and Terra MODIS data Romanian Journal of Physics, vol. 62, (ISSN 1221-146X ), , 2017. Scientific article

Arnt Børre Salberg; Øivind Due Trier; Michael C. Kampffmeyer; Large-Scale Mapping of Small Roads in Lidar Images Using Deep Convolutional Neural Networks pp. 193 204 , doi: https://doi.org/10.1007%2F978-3-319-59129-2_17 , 2017. Scientific chapter / article / conference article

Deep divergence-based clustering doi: https://doi.org/10.1109/MLSP.2017.8168158 , 2017. Scientific chapter / article / conference article

Publisher Norsk Regnesentral

Semantic Segmentation of Small Objects and Modeling of Uncertainty in Urban Remote Sensing Images Using Deep Convolutional Neural Networks IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), pp. 680 688 , (ISSN 2160-7508 2160-7516 ), doi: https://doi.org/10.1109/CVPRW.2016.90 , 2016. Scientific article

Oil spill characterization in the hybrid-polarity SAR domain using log-cumulants Proceedings of SPIE, the International Society for Optical Engineering, vol. 10004, (ISSN 0277-786X 1996-756X ), doi: https://doi.org/10.1117/12.2241098 , 2016. Scientific article

En revolusjon innen maskinlæring 2016. Article feature

Automatic detection and mapping of avalanches in SAR images pp. 689 692 , doi: https://doi.org/10.1109/IGARSS.2016.7729173 , 2016. Scientific chapter / article / conference article

Deep learning 2016. Scientific lecture

Martine Espeseth; Stine Skrunes; Camilla Brekke; Arnt Børre Salberg; Cathleen Jones; et al. Oil spill characterization in the hybrid-polarity SAR domain using log-cumulants , 2016. Scientific lecture

Publisher Norsk institutt for naturforskning
Publisher Norsk Regnesentral
Publisher Norsk Regnesentral
Publisher Norsk Regnesentral

Oil spill detection in hybrid-polarimetric SAR images Petroleum Abstracts (PA), vol. 55, pp. 97 97 , (ISSN 0031-6423 2153-1471 ), 2015. Abstract

Oil spill detection in hybrid-polarimetric SAR images IEEE Transactions on Geoscience and Remote Sensing, vol. 52, pp. 6521 6533 , (ISSN 0196-2892 1558-0644 ), doi: https://doi.org/10.1109/TGRS.2013.2297193 , 2014. Scientific article

Classification of ocean surface slicks in hybrid-polarimetric SAR data Proceedings of SPIE, the International Society for Optical Engineering, vol. 9244, (ISSN 0277-786X 1996-756X ), doi: https://doi.org/10.1117/12.2067474 , 2014. Scientific article

Publisher Research Executive Agency - European Commission Brussels

Automatic system for operational traffic monitoring using very-high-resolution satellite imagery International Journal of Remote Sensing, vol. 34, pp. 4850 4870 , (ISSN 0143-1161 1366-5901 ), doi: https://doi.org/10.1080/01431161.2013.782708 , 2013. Scientific article

Fusion of satellite and aerial images for identification and modeling of nature types Proceedings of SPIE, the International Society for Optical Engineering, vol. 8892, (ISSN 0277-786X 1996-756X ), doi: https://doi.org/10.1117/12.2029003 , 2013. Scientific article

Multisource oil spill detection Proceedings of SPIE, the International Society for Optical Engineering, vol. 8892, (ISSN 0277-786X 1996-756X ), doi: https://doi.org/10.1117/12.2029208 , 2013. Scientific article

Publisher Norsk Regnesentral
Publisher Research Executive Agency - European Commission
Publisher Research Executive Agency - European Commission

TEMPORAL ANALYSIS OF MULTISENSOR DATA FOR FOREST CHANGE DETECTION USING HIDDEN MARKOV MODELS IEEE Geoscience and Remote Sensing Letters, pp. 6749 6752 , (ISSN 1545-598X 1558-0571 ), 2012. Scientific article

Model based oil spill detection using polarimetric SAR IEEE Geoscience and Remote Sensing Letters, pp. 5884 5887 , (ISSN 1545-598X 1558-0571 ), doi: https://doi.org/10.1109/IGARSS.2012.6352270 , 2012. Scientific article

Land-cover classification of partly missing data using support vector machines International Journal of Remote Sensing, vol. 33, pp. 4471 4481 , (ISSN 0143-1161 1366-5901 ), doi: https://doi.org/10.1080/01431161.2011.648378 , 2012. Scientific article

Operational Traffic Monitoring Using Very High Resolution Satellite Imagery pp. 608 617 , doi: https://doi.org/10.1080/01431161.2013.782708 , 2012. Scientific chapter / article / conference article

Model based oil spill detection using polarimetric SAR pp. 5884 5887 , doi: https://doi.org/10.1109/IGARSS.2012.6352270 , 2012. Scientific chapter / article / conference article

Object-based cloud and cloud shadow detection in Landsat images for tropical forest monitoring pp. 326 331 , , 2012. Scientific chapter / article / conference article

Publisher Norsk Regnesentral
Publisher UiT Norges arktiske universitet
Publisher Norsk Regnesentral

Land Cover Classification of Cloud-Contaminated Multitemporal High-Resolution Images IEEE Transactions on Geoscience and Remote Sensing, vol. 49, pp. 377 387 , (ISSN 0196-2892 1558-0644 ), doi: https://doi.org/10.1109/TGRS.2010.2052464 , 2011. Scientific article

Automated extraction of traffic information from satellite imagery pp. 5 8 , , 2011. Scientific chapter / article / conference article

Temporal analysis of forest cover using hidden Markov models pp. 2322 2325 , doi: https://doi.org/10.1109/igarss.2011.6049674 , 2011. Scientific chapter / article / conference article

Automatic vehicle counts from QuickBird images pp. 9 12 , doi: https://doi.org/10.1109/jurse.2011.5764706 , 2011. Scientific chapter / article / conference article

Retraining maximum likelihood classifiers using a low-rank model pp. 166 169 , doi: https://doi.org/10.1109/igarss.2011.6048958 , 2011. Scientific chapter / article / conference article

Publisher Norsk Regnesentral
Publisher SeaU EU FP7 project, Project No. 263246, Deliverable D15.1

Estimation of Pup Production of Hooded and Harp Seals in the Greenland Sea in 2007: Reducing Uncertainty Using Generalized Additive Models Journal of Northwest Atlantic Fishery Science, vol. 42, (ISSN 0250-6408 1813-1859 ), doi: https://doi.org/10.2960/J.v42.m642 , 2010. Scientific article

Publisher Norsk Regnesentral
Publisher Norsk Regnesentral

Estimation of seal pup production from aerial surveys using generalized additive models Canadian Journal of Fisheries and Aquatic Sciences, vol. 66, pp. 847 858 , (ISSN 0706-652X 1205-7533 ), doi: https://doi.org/10.1139/F09-040 , 2009. Scientific article

Towards accurate age determination of Greenland halibut Journal of Northwest Atlantic Fishery Science, vol. 40, pp. 81 95 , (ISSN 0250-6408 1813-1859 ), 2009. Scientific article

Arnt Børre Salberg; Jon Yngve Hardeberg; Robert Jenssen; Image Analysis. 16th Scandinavian Conference, SCIA 2009 Oslo Norway, June 2009. Proceedings (ISSN 9783642022296 ), 2009. Scientific anthology / conference series

Publisher Springer
Publisher Norsk Regnesentral
Publisher Norsk Regnesentral

Arnt Børre Salberg; A. Swami; Tor Arne Øigård; Alfred Hanssen; The normal inverse Gaussian distribution as a model for multi-user interference 2001. Scientific lecture

Tor Arne Øigård; Arnt Børre Salberg; Alfred Hanssen; Pattern Recognition by Means of Higher-Order Statistics 2000. Scientific lecture

Arnt Børre Salberg; Alfred Hanssen; Stochastic process shift keying: A novel modulation method for secure digital communications European Signal Processing Conference, pp. 4 , , 2000. Scientific article

Publisher European Association for Signal and Image Processing

Arnt-Børre Salberg; Alfred Hanssen; Secure digital communications by means of stochastic process shift keying 1999. Scientific lecture