If you made any changes in Pure these will be visible here soon.

Research Output 2017 2019

2019

Best practices to train deep models on imbalanced datasets—a case study on animal detection in aerial imagery

Kellenberger, B., Marcos, D. & Tuia, D., 1 Jan 2019, Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2018, Proceedings. Brefeld, U., Marascu, A., Pinelli, F., Curry, E., MacNamee, B., Hurley, N., Daly, E. & Berlingerio, M. (eds.). Springer Verlag, p. 630-634 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11053 LNAI).

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Best Practice
Curricula
Recommendations
Animals
Antennas
1 Citation (Scopus)

Change detection between digital surface models from airborne laser scanning and dense matching using convolutional neural networks

Zhang, Z., Vosselman, G., Gerke, M., Persello, C., Tuia, D. & Yang, M. Y., 29 May 2019, ISPRS Geospatial Week 2019, 10–14 June 2019, Enschede, The Netherlands. ISPRS, p. 453-460 8 p. (ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences; vol. IV-2/W5).

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Open Access
airborne lasers
change detection
raster
laser
Neural networks
1 Citation (Scopus)

Correcting rural building annotations in OpenStreetMap using convolutional neural networks

Vargas-Muñoz, J. E., Lobry, S., Falcão, A. X. & Tuia, D., Jan 2019, In : ISPRS Journal of Photogrammetry and Remote Sensing. 147, p. 283-293

Research output: Contribution to journalArticleAcademicpeer-review

annotations
Neural networks
action plan
imagery
methodology

Deep learning models to count buildings in high-resolution overhead images

Lobry, S. & Tuia, D., 22 Aug 2019, 2019 Joint Urban Remote Sensing Event, JURSE 2019. Institute of Electrical and Electronics Engineers Inc., 8809058. (Joint Urban Remote Sensing Event (JURSE)).

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

learning
building
counting
high resolution
outlier

Detecting Building Changes between Airborne Laser Scanning and Photogrammetric Data

Zhang, Z., Vosselman, G., Gerke, M., Persello, C., Tuia, D. & Yang, M. Y., 18 Oct 2019, In : Remote Sensing. 11, 20, 17 p., 2417.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
laser
urban planning
remote sensing
monitoring
experiment

Injecting spatial priors in Earth observation with machine vision

Gonzalez, D., 2019, Wageningen: Wageningen University. 130 p.

Research output: Thesisinternal PhD, WUAcademic

Open Access

Nonlinear Feature Normalization for Hyperspectral Domain Adaptation and Mitigation of Nonlinear Effects

Gross, W., Tuia, D., Soergel, U. & Middelmann, W., Aug 2019, In : IEEE Transactions on Geoscience and Remote Sensing. 57, 8, p. 5975-5990

Research output: Contribution to journalArticleAcademicpeer-review

mitigation
Remote sensing
Classifiers
Lighting
Geometry

Novelty detection in very high resolution urban scenes with Density Forests

Wendl, C., Marcos, D. & Tuia, D., 22 Aug 2019, 2019 Joint Urban Remote Sensing Event, JURSE 2019. Institute of Electrical and Electronics Engineers Inc., 8808974. (Joint Urban Remote Sensing Event (JURSE)).

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

confidence
high resolution
estimation method
neural network
Chemical activation

Preface - hyperspectral sensing meets machine learning and pattern analysis (Hyper MLPA 2019)

Weinmann, M., Müller, R., Reulke, R., Honkavaara, E., Tuia, D. & Keller, S., 29 May 2019, ISPRS Geospatial Week 2019, 10–14 June 2019, Enschede, The Netherlands. ISPRS, p. 607-608 (ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences; vol. IV-2/W5).

Research output: Chapter in Book/Report/Conference proceedingForeword/postscriptAcademic

Open Access

Preface-ISPRS workshop hyperspectral sensing meets machine learning and pattern analysis (hypermlpa 2019)

Weinmann, M., Müller, R., Reulke, R., Honkavaara, E., Tuia, D. & Keller, S., 4 Jun 2019, ISPRS Geospatial Week 2019, 10–14 June 2019, Enschede, The Netherlands. ISPRS, p. 1825-1826 (International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences - ISPRS Archives; vol. XLII-2/W13).

Research output: Chapter in Book/Report/Conference proceedingForeword/postscriptAcademic

Open Access
1 Citation (Scopus)

Understanding urban landuse from the above and ground perspectives: A deep learning, multimodal solution

Srivastava, S., Vargas-Muñoz, J. E. & Tuia, D., Jul 2019, In : Remote Sensing of Environment. 228, p. 129-143

Research output: Contribution to journalArticleAcademicpeer-review

learning
land use
France
urban planning
Urban planning

When a Few Clicks Make All the Difference: Improving Weakly-Supervised Wildlife Detection in UAV Images

Kellenberger, B. A., Marcos Gonzalez, D. & Tuia, D., 2019, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops. Institute of Electrical and Electronics Engineers Inc., 9 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Open Access
2018

A Deep Network Approach to Multitemporal Cloud Detection

Tuia, D., Kellenberger, B., Perez-suey, A. & Camps-valls, G., 5 Nov 2018, 2018 IEEE International Geoscience & Remote Sensing Symposium Proceedings: Observing, Understanding And Forecasting The Dynamics Of Our Planet. IEEE Xplore, p. 4351-4354

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Open Access
Meteosat
pixel
learning
time series
detection
2 Citations (Scopus)

Correcting Misaligned Rural Building Annotations in Open Street Map Using Convolutional Neural Networks Evidence

Vargas-Munoz, J. E., Marcos, D., Lobry, S., dos Santos, J. A., Falcao, A. X. & Tuia, D., 5 Nov 2018, 2018 IEEE International Geoscience & Remote Sensing Symposium Proceedings: Observing, Understanding And Forecasting The Dynamics Of Our Planet. IEEE Xplore, p. 1284-1287

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

field method
train
imagery
developing world
alignment
4 Citations (Scopus)

Decision Fusion With Multiple Spatial Supports by Conditional Random Fields

Tuia, D., Volpi, M. & Moser, G., 2018, In : IEEE Transactions on Geoscience and Remote Sensing. 56, 6, p. 3277-3289

Research output: Contribution to journalArticleAcademicpeer-review

Fusion reactions
Pixels
pixel
Roofs
roof
24 Citations (Scopus)

DeepGlobe 2018: A Challenge to Parse the Earth through Satellite Images

Demir, I., Koperski, K., Lindenbaum, D., Pang, G., Huang, J., Basu, S., Hughes, F., Tuia, D. & Raska, R., 2018, Proceedings 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops CVPRW 2018. IEEE, p. 17200-17209

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Open Access
Computer vision
Earth (planet)
Satellites
Image understanding
Remote sensing
3 Citations (Scopus)

DeepJDOT: Deep Joint Distribution Optimal Transport for Unsupervised Domain Adaptation

Damodaran, B. B., Kellenberger, B., Flamary, R., Tuia, D. & Courty, N., 6 Oct 2018, Computer Vision – ECCV 2018 - 15th European Conference, 2018, Proceedings. Springer Verlag, p. 467-483 17 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11208 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Optimal Transport
Joint Distribution
Classifiers
Classifier
Computer vision

Deep learning based methods for building segmentation from remote sensing data

Lobry, S., Marcos Gonzalez, D., Vargas Munoz, J., Kellenberger, B. A., Srivastava, S. & Tuia, D., 2018. 4 p.

Research output: Contribution to conferencePaperAcademic

11 Citations (Scopus)

Deep multi-task learning for a geographically-regularized semantic segmentation of aerial images

Volpi, M. & Tuia, D., Oct 2018, In : ISPRS Journal of Photogrammetry and Remote Sensing. 144, p. 48-60

Research output: Contribution to journalArticleAcademicpeer-review

semantics
segmentation
learning
Semantics
Antennas

Detecting Animals in Repeated UAV Image Acquisitions by Matching CNN Activations with Optimal Transport

Kellenberger, B., Marcos, D., Courty, N. & Tuia, D., 5 Nov 2018, 2018 IEEE International Geoscience & Remote Sensing Symposium Proceedings: Observing, Understanding And Forecasting The Dynamics Of Our Planet. IEEE Xplore, p. 3643-3646

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Image acquisition
Unmanned aerial vehicles (UAV)
Animals
Chemical activation
Neural networks
16 Citations (Scopus)

Detecting mammals in UAV images: Best practices to address a substantially imbalanced dataset with deep learning

Kellenberger, B., Marcos, D. & Tuia, D., Oct 2018, In : Remote Sensing of Environment. 216, p. 139-153

Research output: Contribution to journalArticleAcademicpeer-review

Mammals
Unmanned aerial vehicles (UAV)
neural networks
census
mammal

Detection of unsigned ephemeral road incidents by visual cues learned from first-on-scene vehicles

Levering, A., Khoshelham, K., Tuia, D. & Tomko, M., 2018, 10th International Conference on Geographic Information Science (GIScience 2018). Winter, S., Griffin, A. & Sester, M. (eds.). Wadern, p. 5-8 (LIPIcs–Leibniz International Proceedings in Informatics; vol. 114).

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Open Access

Discovering Temporal Patterns of Air Quality in Different Parts of Europe with Data Driven Feature Extraction

Marinoni, A., Gamba, P., De Vecchi, D. & Tuia, D., 5 Nov 2018, 2018 IEEE International Geoscience & Remote Sensing Symposium Proceedings: Observing, Understanding And Forecasting The Dynamics Of Our Planet. IEEE Xplore, p. 2062-2065

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Air pollution
Air quality
Feature extraction
Public administration
Sustainable development
2 Citations (Scopus)

Estimating Uncertainty of Point-Cloud Based Single-Tree Segmentation with Ensemble Based Filtering

Parkan, M. & Tuia, D., 23 Feb 2018, In : Remote Sensing. 10, 2, 335.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
segmentation
hull
coniferous forest
laser
watershed
2 Citations (Scopus)
Open Access
learning
search engine
visual cue
France
imagery

Foreword to the Special Issue on Urban Remote Sensing for Smarter Cities

Marpu, P. R., Tuia, D. & Mallet, C., 14 Aug 2018, In : IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. 11, 8, p. 2575-2577

Research output: Contribution to journalEditorialAcademic

Urban growth
Remote sensing
urban growth
remote sensing
Economics
1 Citation (Scopus)

Foreword to the theme issue on geospatial computer vision

Wegner, J. D., Tuia, D., Yang, M. & Mallet, C., Jun 2018, In : ISPRS Journal of Photogrammetry and Remote Sensing. 140, p. 1-2

Research output: Contribution to journalEditorialAcademic

3 Citations (Scopus)

Improving Maps from CNNs Trained with Sparse, Scribbled Ground Truths Using Fully Connected CRFs

Maggiolo, L., Marcos, D., Moser, G. & Tuia, D., 5 Nov 2018, 2018 IEEE International Geoscience & Remote Sensing Symposium Proceedings: Observing, Understanding And Forecasting The Dynamics Of Our Planet. IEEE Xplore, p. 2099-2102

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Neural networks
Image resolution
Pixels
Chemical activation
Semantics

Improving near real time tropical forest change monitoring with multiple data sources

Martin del Campo Munoz, S., Reiche, J., Tuia, D., Verbesselt, J. & Herold, M., 2018, Online program of ForestSAT 2018: Entering a new era in forest observation and analysis. p. 171-171

Research output: Chapter in Book/Report/Conference proceedingAbstractAcademic

tropical forest
monitoring
forest cover
time series
logging (timber)
26 Citations (Scopus)

Land cover mapping at very high resolution with rotation equivariant CNNs: Towards small yet accurate models

Marcos, D., Volpi, M., Kellenberger, B. & Tuia, D., Nov 2018, In : ISPRS Journal of Photogrammetry and Remote Sensing. 145, A, p. 96-107

Research output: Contribution to journalArticleAcademicpeer-review

land cover
Neural networks
high resolution
semantics
Semantics

Land-use characterisation using Google Street View pictures and OpenStreetMap

Srivastava, S., Lobry, S., Tuia, D. & Vargas Munoz, J., 2018. 5 p.

Research output: Contribution to conferencePaperAcademic

Open Access
Land use
Photointerpretation
Information use
Multilayer neural networks
Support vector machines
2 Citations (Scopus)

Learning Deep Structured Active Contours End-to-End

Marcos, D., Tuia, D., Kellenberger, B., Zhang, L., Bai, M., Liao, R. & Urtasun, R., 14 Dec 2018, Proceedings - 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2018. IEEE computer society, p. 8877-8885 8579023

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Open Access
Neural networks
Parameterization
Fusion reactions
Deep learning
1 Citation (Scopus)

Multi-label building functions classification from ground pictures using convolutional neural networks

Srivastava, S., Vargas Muñoz, J. E., Swinkels, D. & Tuia, D., 6 Nov 2018, Proceedings of the 2nd ACM SIGSPATIAL International Workshop on AI for Geographic Knowledge Discovery. New York: ACM, p. 43-46

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Labels
Neural networks
Electric fuses
26 Citations (Scopus)

Open Data for Global Multimodal Land Use Classification: Outcome of the 2017 IEEE GRSS Data Fusion Contest

Yokoya, N., Ghamisi, P., Xia, J., Sukhanov, S., Heremans, R., Tankoyeu, I., Bechtel, B., Le Saux, B., Moser, G. & Tuia, D., 16 Apr 2018, In : IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. 11, 5, p. 1363-1377

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
Data fusion
Land use
Remote sensing
Image analysis
Computer vision

Scale equivariance in CNNs with vector fields

Marcos Gonzalez, D., Kellenberger, B. A., Lobry, S. & Tuia, D., 31 Jul 2018. 5 p.

Research output: Contribution to conferencePaperAcademic

Open Access
Neural networks
2017

Additional material to JSTARS-2017-1043: Open data for global multimodal land use classification: Outcome of the 2017 IEEE GRSS Data Fusion Contest

Yokoya, N., Ghamisi, P., Xia, J., Sukhanov, S., Heremans, R., Tankoyeu, I., Bechtel, B., Le Saux, B., Moser, G. & Tuia, D., 2017, 2 p. IEEE.

Research output: Other contributionOther research output

Open Access
2 Citations (Scopus)

Advances in Kernel Machines for Image Classification and Biophysical Parameter Retrieval

Tuia, D., Volpi, M., Verrelst, J. & Camps-valls, G., 28 Nov 2017, Mathematical Models for Remote Sensing Image Processing: Models and Methods for the Analysis of 2D Satellite and Aerial Images. Moser, G. & Zerubia, J. (eds.). Springer, p. 399-441 (Signals and Communication Technology).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademic

265 Citations (Scopus)

Deep Learning in Remote Sensing: A Comprehensive Review and List of Resources

Zhu, X. X., Tuia, D., Mou, L., Xia, G-S., Zhang, L., Xu, F. & Fraundorfer, F., 1 Dec 2017, In : IEEE Geoscience and Remote Sensing Magazine. 5, 4, p. 8-36

Research output: Contribution to journalArticleAcademicpeer-review

lists
learning
remote sensing
Remote sensing
resources
19 Citations (Scopus)

Detecting animals in African Savanna with UAVs and the crowds

Rey, N., Volpi, M., Joost, S. & Tuia, D., 2017, In : Remote Sensing of Environment. 200, p. 341-351

Research output: Contribution to journalArticleAcademicpeer-review

Mammals
Unmanned aerial vehicles (UAV)
savanna
savannas
Animals
20 Citations (Scopus)

Multitemporal Very High Resolution From Space: Outcome of the 2016 IEEE GRSS Data Fusion Contest

Mou, L., Zhu, X., Vakalopoulou, M., Karantzalos, K., Paragios, N., Le Saux, B., Moser, G. & Tuia, D., 1 Aug 2017, In : IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. 10, 8, p. 3435-3447

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
Data fusion
Remote sensing
Space stations
Labeling
Image analysis
2 Citations (Scopus)

The 2017 IEEE Geoscience and Remote Sensing Society Data Fusion Contest: Open Data for Global Multimodal Land Use Classification

Tuia, D., Moser, G., Le Saux, B., Bechtel, B. & See, L., 1 Dec 2017, In : IEEE Geoscience and Remote Sensing Magazine. 5, 4, p. 110-114

Research output: Contribution to journalArticleAcademicpeer-review

land use
multisensor fusion
Data fusion
Land use
remote sensing
20 Citations (Scopus)

Toward seamless multiview scene analysis from satellite to street level

Lefevre, S., Tuia, D., Wegner, J. D., Produit, T. & Nassar, A. S., 2017, In : Proceedings of the IEEE. 105, 10, p. 1884-1899

Research output: Contribution to journalArticleAcademicpeer-review

Satellites
Remote sensing
Sensors
Computer vision
Learning systems