Professor II

Robert Jenssen

Publikasjoner

  • 111 publikasjoner funnet
  • Utgiver

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

Leveraging Foundation Model Adapters to Enable Robust and Semantic Underwater Exploration pp. 72 80 , , 2025. Vitenskapelig Kapittel/Artikkel/Konferanseartikkel

REPEAT: Improving Uncertainty Estimation in Representation Learning Explainability | Proceedings of the AAAI Conference on Artificial Intelligence Proceedings of the AAAI Conference on Artificial Intelligence, (ISSN 2159-5399 2374-3468 ), doi: https://doi.org/10.1609/aaai.v39i8.32900 , 2025. Vitenskapelig artikkel

Aggregation of Dependent Expert Distributions in Multimodal Variational Autoencoders Proceedings of Machine Learning Research (PMLR), (ISSN 2640-3498 ), 2025. Vitenskapelig artikkel

Reconsidering Explicit Longitudinal Mammography Alignment for Enhanced Breast Cancer Risk Prediction Lecture Notes in Computer Science (LNCS), vol. 15961, pp. 495 505 , (ISSN 0302-9743 1611-3349 ), doi: https://doi.org/10.1007/978-3-032-04937-7_47 , 2025. Vitenskapelig artikkel

The Conditional Cauchy-Schwarz Divergence With Applications to Time-Series Data and Sequential Decision Making IEEE Transactions on Pattern Analysis and Machine Intelligence, (ISSN 0162-8828 1939-3539 ), doi: https://doi.org/10.1109/TPAMI.2025.3552434 , 2025. Vitenskapelig artikkel

FLEXtime: Filterbank Learning to Explain Time Series pp. 267 267 , doi: https://doi.org/10.1007/978-3-032-08330-2_12 , 2025. Vitenskapelig Kapittel/Artikkel/Konferanseartikkel

From Colors to Classes: Emergence of Concepts in Vision Transformers pp. 47 47 , doi: https://doi.org/10.1007/978-3-032-08317-3_2 , 2025. Vitenskapelig Kapittel/Artikkel/Konferanseartikkel

Can a Convex Partition caused by a CPWL Neural Network be used for Density Estimation? National conference on image processing and machine learnin, 2025. Sammendrag/abstract

Leveraging tensor kernels to reduce objective function mismatch in deep clustering Pattern Recognition, vol. 149, (ISSN 0031-3203 1873-5142 ), doi: https://doi.org/10.1016/j.patcog.2023.110229 , 2024. Vitenskapelig artikkel

Petter Bjørklund; Robert Jenssen; Kristoffer Knutsen Wickstrøm; KI har superkrefter som kan hjelpe legene våre uit.no, 2024. Populærvitenskapelig artikkel

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. Vitenskapelig artikkel

Robert Jenssen; Kristoffer Knutsen Wickstrøm; Petter Bjørklund; Slik kan kunstig intelligens hjelpe legene Forskning.no, (ISSN 1891-635X 1891-6341 ), 2024. Populærvitenskapelig artikkel

Utgiver Norges forskningsråd

Full klaff for KI-konferansen i Tromsø uit.no, , 2024. Populærvitenskapelig artikkel

Petter Bjørklund; Elisabeth Wetzer; Robert Jenssen; UiT-forsker invitert til prestisje-konferanse for Nobelpris-vinnere uit.no, 2024. Populærvitenskapelig artikkel

Petter Bjørklund; Robert Jenssen; Klas Henning Pettersen; Til Tromsø for å diskutere kunstig intelligens uit.no, 2024. Populærvitenskapelig artikkel

MAP IT to Visualize Representations International Conference on Learning Representations, pp. 1 7 , , 2024. Vitenskapelig artikkel

Finding NEM-U: Explaining unsupervised representation learning through neural network generated explanation masks Proceedings of Machine Learning Research (PMLR), vol. 235, (ISSN 2640-3498 ), , 2024. Vitenskapelig artikkel

Jørgen Aarmo Lund; Per Joel Burman Burman; Ashenafi Zebene Woldaregay; Robert Jenssen; Karl Øyvind Mikalsen; Instruction-guided deidentification with synthetic test cases for Norwegian clinical text Proceedings of Machine Learning Research (PMLR), vol. 233, pp. 145 152 , (ISSN 2640-3498 2640-3498 ), 2024. Vitenskapelig artikkel

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. Vitenskapelig artikkel

Juan Emmanuel Johnson; Sigurd Eivindson Løkse; Gustau Camps-Valls; Karl Øyvind Mikalsen; Michael Kampffmeyer; et al. The Kernelized Taylor Diagram doi: https://doi.org/10.1007/978-3-031-17030-0_10 , 2023. Vitenskapelig Kapittel/Artikkel/Konferanseartikkel

A clinically motivated self-supervised approach for content-based image retrieval of CT liver images Computerized Medical Imaging and Graphics, vol. 107, pp. 1 12 , (ISSN 0895-6111 1879-0771 ), doi: https://doi.org/10.1016/j.compmedimag.2023.102239 , 2023. Vitenskapelig artikkel

Hubs and Hyperspheres: Reducing Hubness and Improving Transductive Few-shot Learning with Hyperspherical Embeddings Computer Vision and Pattern Recognition, pp. 7527 7536 , (ISSN 1063-6919 ), doi: https://doi.org/10.1109/CVPR52729.2023.00727 , 2023. Vitenskapelig artikkel

On the Effects of Self-supervision and Contrastive Alignment in Deep Multi-view Clustering Computer Vision and Pattern Recognition, pp. 23976 23985 , (ISSN 1063-6919 ), doi: https://doi.org/10.1109/CVPR52729.2023.02296 , 2023. Vitenskapelig artikkel

Durgesh Kumar Singh; Ahcene Boubekki; Robert Jenssen; Michael Kampffmeyer; Supercm: Revisiting Clustering for Semi-Supervised Learning Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing, (ISSN 1520-6149 2379-190X ), doi: https://doi.org/10.1109/ICASSP49357.2023.10095856 , 2023. Vitenskapelig artikkel

Utgiver IEEE (Institute of Electrical and Electronics Engineers)

View it like a radiologist: Shifted windows for deep learning augmentation of CT images Machine Learning for Signal Processing, (ISSN 1551-2541 2378-928X ), doi: https://doi.org/10.1109/MLSP55844.2023.10285978 , 2023. Vitenskapelig artikkel

Analysis of Deep Convolutional Neural Networks Using Tensor Kernels and Matrix-Based Entropy Entropy, vol. 25, pp. 1 21 , (ISSN 1099-4300 ), doi: https://doi.org/10.3390/e25060899 , 2023. Vitenskapelig artikkel

Kristoffer Knutsen Wickstrøm; Sigurd Eivindson Løkse; Michael Christian Kampffmeyer; Shujian Yu; José C. Príncipe; et al. Analysis of Deep Convolutional Neural Networks Using Tensor Kernels and Matrix-Based Entropy Entropy, (ISSN 1099-4300 1099-4300 ), doi: https://doi.org/10.3390/e25060899 , 2023. Vitenskapelig artikkel

Utgiver MDPI

Discriminative multimodal learning via conditional priors in generative models Neural Networks, vol. 169, pp. 417 430 , (ISSN 0893-6080 1879-2782 ), doi: https://doi.org/10.1016/j.neunet.2023.10.048 , 2023. Vitenskapelig artikkel

Selective Imputation for Multivariate Time Series Datasets with Missing Values IEEE Transactions on Knowledge and Data Engineering, vol. 35, pp. 9490 9501 , (ISSN 1041-4347 1558-2191 ), doi: https://doi.org/10.1109/TKDE.2023.3240858 , 2023. Vitenskapelig artikkel

A Contextually Supported Abnormality Detector for Maritime Trajectories Journal of Marine Science and Engineering (JMSE), vol. 11, (ISSN 2077-1312 ), doi: https://doi.org/10.3390/jmse11112085 , 2023. Vitenskapelig artikkel

Kunstig intelligens: Forsker advarer mot diskriminering av minoriteter Forskning.no, (ISSN 1891-635X 1891-6341 ), 2023. Populærvitenskapelig artikkel

Kunstig intelligens: Advarer mot diskriminering av minoriteter uit.no, 2023. Populærvitenskapelig artikkel

Robert Jenssen; rtg Pattern Recognition, (ISSN 0031-3203 1873-5142 ), 2022. Vitenskapelig artikkel

Utgiver Elsevier

Generating customer's credit behavior with deep generative models Knowledge-Based Systems, vol. 245, (ISSN 0950-7051 1872-7409 ), doi: https://doi.org/10.1016/j.knosys.2022.108568 , 2022. Vitenskapelig artikkel

Mixing up contrastive learning: Self-supervised representation learning for time series Pattern Recognition Letters, vol. 155, pp. 54 61 , (ISSN 0167-8655 1872-7344 ), doi: https://doi.org/10.1016/j.patrec.2022.02.007 , 2022. Vitenskapelig artikkel

Stine Hansen; Srishti Gautam; Michael Kampffmeyer; Robert Jenssen; A self-guided anomaly detection-inspired few-shot segmentation network CEUR Workshop Proceedings, vol. 3271, (ISSN 1613-0073 1613-0073 ), 2022. Vitenskapelig artikkel

Stine Hansen; Srishti Gautam; Michael Kampffmeyer; Robert Jenssen; A self-guided anomaly detection-inspired few-shot segmentation network CEUR Workshop Proceedings, vol. 3271, (ISSN 1613-0073 1613-0073 ), 2022. Vitenskapelig artikkel

Suaiba Amina Salahuddin; Stine Hansen; Srishti Gautam; Michael Kampffmeyer; Robert Jenssen; A self-guided anomaly detection-inspired few-shot segmentation network CEUR Workshop Proceedings, vol. 3271, (ISSN 1613-0073 1613-0073 ), , 2022. Vitenskapelig artikkel

Kristoffer Wickstrøm; Michael Kampffmeyer; Karl Øyvind Mikalsen; Robert Jenssen; Mixing up contrastive learning: Self-supervised representation learning for time series Pattern Recognition Letters, (ISSN 0167-8655 1872-7344 ), doi: https://doi.org/10.1016/j.patrec.2022.02.007 , 2022. Vitenskapelig artikkel

Utgiver Elsevier

Principle of Relevant Information for Graph Sparsification Proceedings of Machine Learning Research (PMLR), vol. 180, pp. 2331 1241 , (ISSN 2640-3498 ), doi: https://doi.org/10.48550/arXiv.2206.00118 , 2022. Vitenskapelig artikkel

The Kernelized Taylor Diagram Communications in Computer and Information Science (CCIS), vol. 1650, pp. 125 131 , (ISSN 1865-0929 1865-0937 ), doi: https://doi.org/10.1007/978-3-031-17030-0_10 , 2022. Vitenskapelig artikkel

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. Vitenskapelig artikkel

Kristoffer Knutsen Wickstrøm; Karl Oyvind Mikalsen; Michael Kampffmeyer; Arthur Revhaug; Robert Jenssen; Uncertainty-Aware Deep Ensembles for Reliable and Explainable Predictions of Clinical Time Series IEEE journal of biomedical and health informatics, vol. 25, pp. 2435 2444 9 , (ISSN 2168-2194 2168-2208 ), doi: https://doi.org/10.1109/JBHI.2020.3042637 , 2021. Vitenskapelig artikkel

Utgiver Institute of Electrical and Electronics Engineers (IEEE)

Luigi Tommaso Luppino; Michael Kampffmeyer; Filippo Maria Bianchi; Gabriele Moser; Sebastiano Bruno Serpico; et al. Deep Image Translation With an Affinity-Based Change Prior for Unsupervised Multimodal Change Detection IEEE Transactions on Geoscience and Remote Sensing, (ISSN 0196-2892 1558-0644 ), doi: https://doi.org/10.1109/TGRS.2021.3056196 , 2021. Vitenskapelig artikkel

Daniel Johansen Trosten; Robert Jenssen; Michael Kampffmeyer; Reducing Objective Function Mismatch in Deep Clustering with the Unsupervised Companion Objective Proceedings of the Northern Lights Deep Learning Workshop, vol. 2, (ISSN 2703-6928 ), doi: https://doi.org/10.7557/18.5709 , 2021. Vitenskapelig artikkel

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. Vitenskapelig artikkel

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. Vitenskapelig artikkel

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. Fagartikkel

Robert Jenssen; Anne H Schistad Solberg; Line Eikvil; Norge er verdensledende på bildeanalyse med kunstig intelligens 2021. Intervju

Ahcene Boubekki; Jonas Nordhaug Myhre; Luigi Tommaso Luppino; Karl Øyvind Mikalsen; Arthur Revhaug; et al. Clinically relevant features for predicting the severity of surgical site infections IEEE journal of biomedical and health informatics, (ISSN 2168-2194 2168-2208 ), doi: https://doi.org/10.1109/JBHI.2021.3121038 , 2021. Fagartikkel

Utgiver Institute of Electrical and Electronics Engineers (IEEE)

Åpning av UiTs nye SFI: Visual Intelligence uit.no, 2021. Populærvitenskapelig artikkel

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. Vitenskapelig artikkel

Deep generative models for reject inference in credit scoring Knowledge-Based Systems, vol. 196, (ISSN 0950-7051 1872-7409 ), doi: https://doi.org/10.1016/j.knosys.2020.105758 , 2020. Vitenskapelig artikkel

Rogelio Andrade Mancisidor; Michael Kampffmeyer; Kjersti Aas; Robert Jenssen; Learning latent representations of bank customers with the Variational Autoencoder Expert systems with applications, vol. 164, pp. 13 , (ISSN 0957-4174 1873-6793 ), doi: https://doi.org/10.1016/j.eswa.2020.114020 , 2020. Vitenskapelig artikkel

Learning latent representations of bank customers with the Variational Autoencoder Expert Systems With Applications, vol. 164, (ISSN 0957-4174 1873-6793 ), doi: https://doi.org/10.1016/j.eswa.2020.114020 , 2020. Vitenskapelig artikkel

SCG-Net for Semantic Labeling , 2020. Vitenskapelig foredrag

Karl Øyvind Mikalsen; Cristina Soguero-Ruiz; Robert Jenssen; A Kernel to Exploit Informative Missingness in Multivariate Time Series from EHRs (ISSN 9783030533519 ), 2020. Vitenskapelig antologi/Konferanseserie

Utgiver Springer

Shujian Yu; Kristoffer Knutsen Wickstrøm; Robert Jenssen; Jose Principe; Understanding Convolutional Neural Networks With Information Theory: An Initial Exploration IEEE Transactions on Neural Networks and Learning Systems, (ISSN 2162-237X 2162-2388 ), doi: https://doi.org/10.1109/TNNLS.2020.2968509 , 2020. Vitenskapelig artikkel

Utgiver Institute of Electrical and Electronics Engineers (IEEE)

Changkyu Choi; Filippo Maria Bianchi; Michael Kampffmeyer; Robert Jenssen; Short-Term Load Forecasting with Missing Data using Dilated Recurrent Attention Networks Proceedings of the Northern Lights Deep Learning Workshop, (ISSN 2703-6928 ), doi: https://doi.org/10.7557/18.5136 , 2020. Vitenskapelig artikkel

The 1st Agriculture-Vision Challenge: Methods and Results pp. 212 218 , doi: https://doi.org/10.1109/CVPRW50498.2020.00032 , 2020. Vitenskapelig Kapittel/Artikkel/Konferanseartikkel

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. Vitenskapelig artikkel

Utgiver Pergamon Press

Filippo Maria Bianchi; Lorenzo Livi; Karl Øyvind Mikalsen; Michael C. Kampffmeyer; Robert Jenssen; Learning representations of multivariate time series with missing data Pattern Recognition, vol. 96:106973, pp. 1 11 , (ISSN 0031-3203 1873-5142 ), doi: https://doi.org/10.1016/j.patcog.2019.106973 , 2019. Vitenskapelig artikkel

Utgiver Elsevier

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. Vitenskapelig artikkel

Michael C. Kampffmeyer; Sigurd Løkse; Filippo Maria Bianchi; Robert Jenssen; Lorenzo Livi; The deep kernelized autoencoder Applied Soft Computing, vol. 71, pp. 816 825 , (ISSN 1568-4946 1872-9681 ), doi: https://doi.org/10.1016/j.asoc.2018.07.029 , 2018. Vitenskapelig artikkel

Utgiver Elsevier

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. Vitenskapelig artikkel

Utgiver Springer

Deep divergence-based clustering doi: https://doi.org/10.1109/MLSP.2017.8168158 , 2017. Vitenskapelig Kapittel/Artikkel/Konferanseartikkel

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. Vitenskapelig artikkel

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. Vitenskapelig artikkel

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. Vitenskapelig artikkel

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

Utgiver Springer