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

Research Output

2020

Defining and spatially modelling cultural ecosystem services using crowdsourced data

Havinga, I., Bogaart, P. W., Hein, L. & Tuia, D., Jun 2020, In : Ecosystem Services. 43, 101091.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access

Detecting Unsigned Physical Road Incidents from Driver-view Images

Levering, A., Tomko, M., Tuia, D. & Khoshelham, K., 6 May 2020, In : IEEE Transactions on Intelligent Vehicles.

Research output: Contribution to journalArticleAcademicpeer-review

Fine-grained landuse characterization using ground-based pictures: a deep learning solution based on globally available data

Srivastava, S., Vargas Muñoz, J. E., Lobry, S. & Tuia, D., Jun 2020, In : International Journal of Geographical Information Science. 34, 6, p. 1117-1136 20 p.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
2 Citations (Scopus)

OpenStreetMap: Challenges and Opportunities in Machine Learning and Remote Sensing

Vargas Munoz, J. E., Srivastava, S., Tuia, D. & Falcao, A. X., 17 Jun 2020, In : IEEE Geoscience and Remote Sensing Magazine.

Research output: Contribution to journalArticleAcademicpeer-review

Optimal transport for multi-source domain adaptation under target shift

Redko, I., Courty, N., Flamary, R. & Tuia, D., 2020.

Research output: Contribution to conferenceConference paperAcademicpeer-review

Open Access
2019

Adaptive Compression-based Lifelong Learning

Srivastava, S., Berman, M., Blaschko, M. B. & Tuia, D., 2019, Proceedings of the British Machine Vision Conference (BMVC). 13 p.

Research output: Chapter in Book/Report/Conference proceedingConference paper

Open Access

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 paper

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 paper

Open Access
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

6 Citations (Scopus)

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 paper

1 Citation (Scopus)

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
4 Citations (Scopus)
4 Citations (Scopus)

Interactive Coconut Tree Annotation Using Feature Space Projections

Vargas-Munoz, J. E., Zhou, P., Falcao, A. X. & Tuia, D., 14 Nov 2019, IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium: Proceedings. IEEE, p. 5718-5721

Research output: Chapter in Book/Report/Conference proceedingConference paper

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

1 Citation (Scopus)

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 paper

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/postscript

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/postscript

Open Access
Open Access

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

6 Citations (Scopus)

Visual Question Answering From Remote Sensing Images

Lobry, S., Murray, J., Marcos, D. & Tuia, D., 14 Nov 2019, 2019 IEEE International Geoscience & Remote Sensing Symposium: Proceedings. IEEE, p. 4951-4954

Research output: Chapter in Book/Report/Conference proceedingConference paper

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, 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW). Long Beach, CA, USA: Institute of Electrical and Electronics Engineers Inc., p. 1414-1422 9 p.

Research output: Chapter in Book/Report/Conference proceedingConference paper

Open Access

Zoom In, Zoom Out: Injecting Scale Invariance into Landuse Classification CNNs

Murray, J., Marcos, D. & Tuia, D., 14 Nov 2019, IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium: Proceedings. IEEE, p. 5240-5243

Research output: Chapter in Book/Report/Conference proceedingConference paper

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 paper

Open Access
2 Citations (Scopus)

Contributions of machine learning to remote sensing data analysis

Scheunders, P., Tuia, D. & Moser, G., 2018, Data processing and analysis methodology. Liang, S. (ed.). Elsevier, p. 199-243 45 p. (Comprehensive remote sensing; vol. 2).

Research output: Chapter in Book/Report/Conference proceedingChapter

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 paper

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

8 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 paper

Open Access
71 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 paper

4 Citations (Scopus)

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 conferenceConference paperAcademic

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

17 Citations (Scopus)

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 paper

1 Citation (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

49 Citations (Scopus)

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 paper

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 paper

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
4 Citations (Scopus)

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

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

1 Citation (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 paper

4 Citations (Scopus)

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 proceedingAbstract

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

45 Citations (Scopus)

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 conferenceConference paperAcademic

Open Access

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 paper

Open Access
22 Citations (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 paper

1 Citation (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
38 Citations (Scopus)

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 conferenceConference paperAcademic

Open Access
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 contribution

Open Access

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 proceedingChapter

3 Citations (Scopus)

Beyond the urban mask

Bechtel, B., Conrad, O., Tamminga, M., Verdonck, M. L., Van Coillie, F., Tuia, D., Demuzere, M., See, L., Lopes, P., Fonte, C. C., Xu, Y., Ren, C., Mills, G., Kaloustian, N. & Cassone, A., 10 May 2017, 2017 Joint Urban Remote Sensing Event, JURSE 2017. Institute of Electrical and Electronics Engineers Inc., 7924557. (2017 Joint Urban Remote Sensing Event, JURSE 2017).

Research output: Chapter in Book/Report/Conference proceedingConference paper

10 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

507 Citations (Scopus)