Natasa Sladoje
Professor vid Institutionen för informationsteknologi; Vi3; Bildanalys
- Telefon:
- 018-471 49 12
- E-post:
- natasa.sladoje@it.uu.se
- Besöksadress:
- Hus 10, Regementsvägen 10
- Postadress:
- Box 337
751 05 UPPSALA
- Akademiska meriter:
- Docent
- ORCID:
- 0000-0002-6041-6310
Kort presentation
I am Professor in Computerized Image Analysis at the Dept. of Information Technology, Uppsala University. I am interested in development of image analysis methods, applications of machine and deep learning in image analysis, and applications of our developed tools in all fields of science and everyday life where image data is relevant and its automated analysis is required. For more details, read about MIDA-group which I am leading.
Nyckelord
- artificial intelligence
- image analysis
- deep learning
- biomedical image analysis
- data-driven life science
- information and communication technology (ict)
- image processing
- medical image analysis
- algorithm development
- discrete geometry
- pattern recognition
Forskning

Publikationer
Senaste publikationer
Ingår i Computers in Biology and Medicine, s. 1-14, 2025
- DOI för Let it shine: Autofluorescence of Papanicolaou-stain improves AI-based cytological oral cancer detection
- Ladda ner fulltext (pdf) av Let it shine: Autofluorescence of Papanicolaou-stain improves AI-based cytological oral cancer detection
A Comparison of Deep Learning Methods for Cell Detection in Digital Cytology
Ingår i Image Analysis, s. 264-277, 2025
UpStory: the uppsala storytelling dataset
Ingår i Frontiers in Robotics and AI, 2025
- DOI för UpStory: the uppsala storytelling dataset
- Ladda ner fulltext (pdf) av UpStory: the uppsala storytelling dataset
Are We Friends?: End-to-End Prediction of Child Rapport in Guided Play
Ingår i Computer Vision – ECCV 2024 Workshops, s. 380-392, 2024
Ingår i Pattern Recognition, s. 408-421, 2024
Alla publikationer
Artiklar i tidskrift
Ingår i Computers in Biology and Medicine, s. 1-14, 2025
- DOI för Let it shine: Autofluorescence of Papanicolaou-stain improves AI-based cytological oral cancer detection
- Ladda ner fulltext (pdf) av Let it shine: Autofluorescence of Papanicolaou-stain improves AI-based cytological oral cancer detection
UpStory: the uppsala storytelling dataset
Ingår i Frontiers in Robotics and AI, 2025
- DOI för UpStory: the uppsala storytelling dataset
- Ladda ner fulltext (pdf) av UpStory: the uppsala storytelling dataset
Ingår i PLOS ONE, 2024
- DOI för Deep multiple instance learning versus conventional deep single instance learning for interpretable oral cancer detection
- Ladda ner fulltext (pdf) av Deep multiple instance learning versus conventional deep single instance learning for interpretable oral cancer detection
Cross-modality sub-image retrieval using contrastive multimodal image representations
Ingår i Scientific Reports, 2024
- DOI för Cross-modality sub-image retrieval using contrastive multimodal image representations
- Ladda ner fulltext (pdf) av Cross-modality sub-image retrieval using contrastive multimodal image representations
Ingår i Scientific Reports, 2023
- DOI för Automated detection, segmentation and measurement of major vessels and the trachea in CT pulmonary angiography
- Ladda ner fulltext (pdf) av Automated detection, segmentation and measurement of major vessels and the trachea in CT pulmonary angiography
INSPIRE: Intensity and Spatial Information-Based Deformable Image Registration
Ingår i PLOS ONE, 2023
- DOI för INSPIRE: Intensity and Spatial Information-Based Deformable Image Registration
- Ladda ner fulltext (pdf) av INSPIRE: Intensity and Spatial Information-Based Deformable Image Registration
Ingår i Pattern Recognition Letters, s. 196-203, 2022
- DOI för Fast computation of mutual information in the frequency domain with applications to global multimodal image alignment
- Ladda ner fulltext (pdf) av Fast computation of mutual information in the frequency domain with applications to global multimodal image alignment
Is image-to-image translation the panacea for multimodal image registration?: A comparative study
Ingår i PLOS ONE, 2022
- DOI för Is image-to-image translation the panacea for multimodal image registration?: A comparative study
- Ladda ner fulltext (pdf) av Is image-to-image translation the panacea for multimodal image registration?: A comparative study
Ingår i Scientific Data, 2020
- DOI för HISTOBREAST: a collection of brightfield microscopy images of Haematoxylin and Eosin stained breast tissue
- Ladda ner fulltext (pdf) av HISTOBREAST: a collection of brightfield microscopy images of Haematoxylin and Eosin stained breast tissue
Ingår i Patterns (New York, N.Y.), 2020
- DOI för BIAFLOWS: A Collaborative Framework to Reproducibly Deploy and Benchmark Bioimage Analysis Workflows.
- Ladda ner fulltext (pdf) av BIAFLOWS: A Collaborative Framework to Reproducibly Deploy and Benchmark Bioimage Analysis Workflows.
Stochastic Distance Transform: Theory, Algorithms and Applications
Ingår i Journal of Mathematical Imaging and Vision, s. 751-769, 2020
- DOI för Stochastic Distance Transform: Theory, Algorithms and Applications
- Ladda ner fulltext (pdf) av Stochastic Distance Transform: Theory, Algorithms and Applications
Generalised deep learning framework for HEp-2 cell recognition using local binary pattern maps
Ingår i IET Image Processing, s. 1201-1208, 2020
Ingår i Journal of Electronic Imaging (JEI), 2019
Ingår i IEEE Transactions on Image Processing, s. 3584-3597, 2019
- DOI för Fast and Robust Symmetric Image Registration Based on Distances Combining Intensity and Spatial Information
- Ladda ner fulltext (pdf) av Fast and Robust Symmetric Image Registration Based on Distances Combining Intensity and Spatial Information
Facilitating Ultrastructural Pathology through Automated Imaging and Analysis
Ingår i Journal of Pathology Informatics, s. 38-39, 2019
Ingår i IEEE Access, s. 53080-53091, 2018
Estimation of Feret's diameter from pixel coverage representation of a shape
Ingår i Pattern Recognition Letters, s. 37-45, 2016
Ingår i Journal of Electronic Imaging (JEI), 2016
- DOI för Restoration of images degraded by signal-dependent noise based on energy minimization: an empirical study
- Ladda ner fulltext (pdf) av Restoration of images degraded by signal-dependent noise based on energy minimization: an empirical study
Estimation of linear deformations of 2D and 3D fuzzy objects
Ingår i Pattern Recognition, s. 1391-1403, 2015
Precise Euclidean distance transforms in 3D from voxel coverage representation
Ingår i Pattern Recognition Letters, s. 184-191, 2015
Linear time distances between fuzzy sets with applications to pattern matching and classification
Ingår i IEEE Transactions on Image Processing, s. 126-136, 2014
A new set distance and its application to shape registration
Ingår i Pattern Analysis and Applications, s. 141-152, 2014
Coverage segmentation based on linear unmixing and minimization of perimeter and boundary thickness
Ingår i Pattern Recognition Letters, s. 728-738, 2012
Defuzzification of spatial fuzzy sets by feature distance minimization
Ingår i Image and Vision Computing, s. 127-141, 2011
A Graph-based Framework for Sub-pixel Image Segmentation
Ingår i Theoretical Computer Science, s. 1338-1349, 2011
Regularized image denoising based on spectral gradient optimization
Ingår i Inverse Problems, 2011
High-precision boundary length estimation by utilizing gray-level information
Ingår i IEEE Transactions on Pattern Analysis and Machine Intelligence, s. 357-363, 2009
Representation and Reconstruction of Fuzzy Disks by Moments
Ingår i Fuzzy sets and systems (Print), s. 517-534, 2007
Measurements of digitized objects with fuzzy borders in 2D and 3D
Ingår i Image and Vision Computing, s. 123-132, 2005
Shape signaturs of fuzzy star-shaped sets based on distance from the centroid
Ingår i Pattern Recognition Letters, s. 735-746, 2005
Efficiency of Characterizing Ellipses and Ellipsoids by Discrete Moments
Ingår i IEEE Transactions on Pattern Analysis and Machine Intelligence, s. 407-414, 2000
Artiklar, forskningsöversikt
Kapitel i böcker, delar av antologi
Introduction—computer-assisted analysis of multimodal image data
Ingår i Imaging Modalities for Biological and Preclinical Research, Institute of Physics Publishing (IOPP), 2021
Computer-assisted analysis of multimodal image data—perspectives and conclusion
Ingår i Imaging Modalities for Biological and Preclinical Research, Institute of Physics Publishing (IOPP), 2021
The coverage model and its use in image processing
Ingår i Selected Topics on Image Processing and Cryptology, s. 39-117, Mathematical Institute of the Serbian Academy of Sciences and Arts, 2012
Konferensbidrag
A Comparison of Deep Learning Methods for Cell Detection in Digital Cytology
Ingår i Image Analysis, s. 264-277, 2025
Are We Friends?: End-to-End Prediction of Child Rapport in Guided Play
Ingår i Computer Vision – ECCV 2024 Workshops, s. 380-392, 2024
Ingår i Pattern Recognition, s. 408-421, 2024
2023
Partial dimensional collapse in contrastive learning when using intermediate layers
2023
Ingår i IbPRIA 2023: Pattern Recognition and Image Analysis, s. 261-275, 2023
Contrastive Learning of Equivariant Image Representations for Multimodal Deformable Registration
Ingår i 2023 IEEE 20th International Symposium on Biomedical Imaging (ISBI), 2023
2023
Re-Ranking Strategies in Cross-Modality Microscopy Retrieval
2022
Label-Free Reverse Image Search of Multimodal Microscopy Images
2022
2022
Rotationally Equivariant Representation Learning for Multimodal Images
2022
Efficient Algorithms for Global Multimodal Image Registration
2022
DCNN based Oral Cancer Screening using Whole Slide Cytology Images: Effect of Increased Patch Size
2022
Ingår i ICMI '22, s. 444-454, 2022
- DOI för End-to-End Learning and Analysis of Infant Engagement During Guided Play: Prediction and Explainability
- Ladda ner fulltext (pdf) av End-to-End Learning and Analysis of Infant Engagement During Guided Play: Prediction and Explainability
End-to-end Multiple Instance Learning with Gradient Accumulation
Ingår i 2022 IEEE International Conference on Big Data (Big Data), s. 2742-2746, 2022
Ingår i Companion Publication of the 2021 International Conference on Multimodal Interaction, s. 403-407, 2021
- DOI för Automatic Analysis of Infant Engagement during Play: An End-to-end Learning and Explainable AI Pilot Experiment
- Ladda ner fulltext (pdf) av Automatic Analysis of Infant Engagement during Play: An End-to-end Learning and Explainable AI Pilot Experiment
The Effect of Within-Bag Sampling on End-to-End Multiple Instance Learning
Ingår i Proceedings of the 12th International Symposium on Image and Signal Processing and Analysis (ISPA), s. 183-188, 2021
2021
Registration of Multimodal Microscopy Images using CoMIR – learned structural image representations
2021
Image-to-Image Translation in Multimodal Image Registration: How Well Does It Work?
2021
Contrastive Learning for Equivariant Multimodal Image Representations
2021
Comir: Contrastive multimodal image representation for registration
2021
Ingår i 2020 IEEE 17th International Symposium on Biomedical Imaging (ISBI), s. 517-521, 2020
Ingår i 4th NEUBIAS Conference, Bordeaux, France, 2020
A Deep Learning Based Pipeline for Efficient Oral Cancer Screening on Whole Slide Images
Ingår i Image Analysis and Recognition, s. 249-261, 2020
Ingår i 4th NEUBIAS Conference, Bordeaux, France, 2020
CoMIR: Contrastive Multimodal Image Representation for Registration
Ingår i NeurIPS - 34th Conference on Neural Information Processing Systems, 2020
Robust Symmetric Affine Image Registration
Ingår i Swedish Symposium on Image Analysis, 2019
On the Effectiveness of Generative Adversarial Networks as HEp-2 Image Augmentation Tool
Ingår i Scandinavian Conference on Image Analysis, s. 439-451, 2019
Towards automated multiscale Glomeruli detection and analysis in TEM by fusion of CNN and LBP maps
Ingår i 3rd NEUBIAS Conference, 2019
Oral Cancer Detection: A Comparison of Texture Focused Deep Learning Approaches
Ingår i Proceedings of the Swedish Society for Automated Image Analysis (SSBA), 2019
Ingår i 3rd NEUBIAS Conference, Luxembourg, 2-8 February 2019, 2019
Ingår i Computer Vision, s. 465-475, 2019
Stochastic Distance Functions with Applications in Object Detection and Image Segmentation
Ingår i Swedish Symposium on Image Analysis, 2019
Ingår i Discrete Geometry for Computer Imagery, s. 75-86, 2019
Texture-based oral cancer detection: A performance analysis of deep learning approaches.
Ingår i 3rd NEUBIAS Conference, 2019
Denoising of short exposure transmission electron microscopy images for ultrastructural enhancement
Ingår i Proc. 15th International Symposium on Biomedical Imaging, s. 921-925, 2018
Ingår i Swedish Symposium on Deep Learning, 2018
Denoising of Short Exposure Transmission Electron Microscopy Images using CNN
Ingår i Swedish Symposium on Image Analysis, 2018
Ingår i Swedish Symposium on Image Analysis, 2018
Ingår i Image Analysis, s. 362-374, 2017
Ingår i Swedish Symposium on Image Analysis, 2017
Ingår i Swedish Symposium on Image Analysis, 2017
Ingår i Mathematical Morphology and its Applications to Signal and Image Processing, s. 395-407, 2017
Ingår i In Proc. of the 18th International Workshop on Combinatorial Image Analysis, IWCIA2017, s. 243-255, 2017
Ingår i Image Analysis, s. 407-418, 2017
Ingår i Proceedings of the Swedish Society for Automated Image Analysis, s. 137-141, 2016
Signature of a Shape Based on Its Pixel Coverage Representation
Ingår i Discrete Geometry for Computer Imagery, DGCI 2016. Lecture Notes in Computer Science, Vol. 9647, pp. 181-193, Springer 2016, s. 181-193, 2016
Ingår i 2016 Ieee 13Th International Symposium On Biomedical Imaging (ISBI), s. 123-127, 2016
Ingår i Biomedical Imaging (ISBI), 2016 IEEE 13th International Symposium on, s. 386-390, 2016
Single image super-resolution reconstruction in presence of mixed Poisson-Gaussian noise
Ingår i 2016 SIXTH INTERNATIONAL CONFERENCE ON IMAGE PROCESSING THEORY, TOOLS AND APPLICATIONS (IPTA), 2016
High-resolution reconstruction by feature distance minimization from multiple views of an object
Ingår i Proc. 5th International Conference on Image Processing Theory, Tools and Applications, s. 29-34, 2015
Microscopy image enhancement for cost-effective cervical cancer screening
Ingår i Image Analysis, s. 440-451, 2015
Coverage segmentation of 3D thin structures
Ingår i Proc. 5th International Conference on Image Processing Theory, Tools and Applications, s. 23-28, 2015
αLBP – a novel member of the Local Binary Pattern family based on α-cutting
Ingår i Proc. 9th International Symposium on Image and Signal Processing and Analysis, s. 13-18, 2015
Exact linear time Euclidean distance transforms of grid line sampled shapes
Ingår i Mathematical Morphology and its Applications to Signal and Image Processing, s. 645-656, 2015
An evaluation of potential functions for regularized image deblurring
Ingår i Image Analysis and Recognition, s. 150-158, 2014
Optimizing optics and imaging for pattern recognition based screening tasks
Ingår i Proc. 22nd International Conference on Pattern Recognition, s. 3333-3338, 2014
Coverage segmentation of thin structures by linear unmixing and local centre of gravity attraction
Ingår i Proc. 8th International Symposium on Image and Signal Processing and Analysis, s. 83-88, 2013
Precise Estimation of the Projection of a Shape from a Pixel Coverage Representation
Ingår i Proceedings of the 7th IEEE International Symposium on Image and Signal Processing and Analysis (ISPA), s. 569-574, 2011
Distance measures between digital fuzzy objects and their applicability in image processing
Ingår i Combinatorial Image Analysis, s. 385-397, 2011
De-noising of SRµCT Fiber Images by Total Variation Minimization
Ingår i Proceedings of the 20th International Conference on Pattern Recognition (ICPR10), s. 4621-4624, 2010
The Sum of minimal distances as a useful distance measure for image registration
Ingår i Proceedings SSBA 2010, s. 55-58, 2010
Estimation of linear deformations of 3D objects
Ingår i Proceedings of 2010 IEEE 17th International Conference on Image Processing, s. 153-156, 2010
Recovering Affine Deformations of Fuzzy Shapes
Ingår i 16th Scandinavian Conference on Image Analysis, s. 735-744, 2009
Improved Quantification of Bone Remodelling by Utilizing Fuzzy Based Segmentation
Ingår i Image Analysis, s. 750-759, 2009
On set distances and their application to image registration
Ingår i Proc. 6th International Symposium on Image and Signal Processing and Analysis, s. 449-454, 2009
Pixel Coverage Segmentation for Improved Feature Estimation
Ingår i 15th International Conference on Image Analysis and Processing, s. 929-938, 2009
Deterministic Defuzzification based on Spectral Projected Gradient Optimization
Ingår i 30th Symposium of the German Association for Pattern Recognition (DAGM), s. 476-485, 2008
Defuzzification by Feature Distance Minimization Based on DC Programming
Ingår i 5th International Symposium on Image and Signal Processing and Analysis, 2007, s. 373-378, 2007
Feature Based Defuzzification at Increased Spatial Resolution
Ingår i Combinatorial Image Analysis, s. 131-143, 2006
Feature Based Defuzzification in Z² and Z³ Using a Scale Space Approach
Ingår i Discrete Geometry for Computer Imagery 13th International Conference, DGCI 2006, Szeged, Hungary, October 25-27, 2006. Proceedings, s. 379-390, 2006
Estimation of moments of digitized objects with fuzzy borders
Ingår i Proc. of 13th International Conference on Image Analysis and Processing, s. 188-195, 2005
Defuzzification of discrete objects by optimizing area and perimeter similarity
Ingår i Proceedings of International Conference on Pattern Recognition (ICPR 2004), s. 526-629, 2004
Shape Description of Fuzzy Segmented Objects: Area and Perimeter Estimators
Ingår i Proceedings of SSAB (Swedish Society for Automated Image Analysis) Symposium on Image Analysis, Stockholm, Sweden, s. 17-20, 2003
Perimeter and Area Estimations of Digitized Objects with Fuzzy Borders
Ingår i Proceedings of 11th International Conference on Discrete Geometry for Computer Imagery (DGCI 2003), s. 368-377, 2003
Measuring perimeter and area in low resolution images using a fuzzy approach
Ingår i Proceedings of 13th Scandinavian Conference on Image Analysis (SCIA 2003), s. 853-860, 2003
The Reconstruction of the Digital Hyperbola Segment from Its Code
Ingår i International Conference on Discrete Geometry for Computer Imagery, s. 159-170, 2000
A characterization of digital disks by discrete moments
Ingår i International Conference on Computer Analysis of Images and Patterns, s. 582-589, 1997
Ellipses estimation from their digitization
Ingår i International Conference on Discrete Geometry for Computer Imagery, s. 187-198, 1997
Manuskript (preprint)
2021
Is Image-to-Image Translation the Panacea for Multimodal Image Registration? A Comparative Study
2021
A Deep Learning based Pipeline for Efficient Oral Cancer Screening on Whole Slide Images
2019
Fast and Robust Symmetric Image Registration Based on Intensity and Spatial Information
2018
Sensitive key instance detection: Helping a cytotechnologist to find a needle in a haystack
BIAFLOWS: A collaborative framework to benchmark bioimage analysis workflows
Proceedings (redaktörskap)
Rapporter
Perimeter estimation based on grey level object representation
2008
A Brief Review on Benno Artman's "Euclid - The Creation of Mathematics"
2005
Review of scientific papers on fuzzy shape analysis
2005
A report on 10th Summer School on Image Processing
2002
Reviews on Scientific Papers on Application of Fuzzy Set Theory in Image Segmentation
2002