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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

2019

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

4 Citations (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)

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

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)
2018

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)

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 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

48 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
4 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

45 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
38 Citations (Scopus)
2017

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

499 Citations (Scopus)

Dense semantic labeling of subdecimeter resolution images with convolutional neural networks

Volpi, M. & Tuia, D., Feb 2017, In : IEEE Transactions on Geoscience and Remote Sensing. 55, 2, p. 881-893 13 p., 7725499.

Research output: Contribution to journalArticleAcademicpeer-review

201 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

29 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
27 Citations (Scopus)

Optimal Transport for Domain Adaptation

Courty, N., Flamary, R., Tuia, D. & Rakotomamonjy, A., 1 Sep 2017, In : IEEE Transactions on Pattern Analysis and Machine Intelligence. 39, 9, p. 1853-1865 13 p., 7586038.

Research output: Contribution to journalArticleAcademicpeer-review

112 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

2 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

26 Citations (Scopus)
2016

Combining human computing and machine learning to make sense of big (Aerial) data for disaster response

Ofli, F., Meier, P., Imran, M., Castillo, C., Tuia, D., Rey, N., Briant, J., Millet, P., Reinhard, F., Parkan, M. & Joost, S., 1 Mar 2016, In : Big Data. 4, 1, p. 47-59 13 p.

Research output: Contribution to journalArticleAcademicpeer-review

54 Citations (Scopus)

Discriminative multiple kernel learning for hyperspectral image classification

Wang, Q., Gu, Y. & Tuia, D., Jul 2016, In : IEEE Transactions on Geoscience and Remote Sensing. 54, 7, p. 3912-3927 16 p., 7429725.

Research output: Contribution to journalArticleAcademicpeer-review

73 Citations (Scopus)

Kernel Low-Rank and Sparse Graph for Unsupervised and Semi-Supervised Classification of Hyperspectral Images

De Morsier, F., Borgeaud, M., Gass, V., Thiran, J. P. & Tuia, D., Jun 2016, In : IEEE Transactions on Geoscience and Remote Sensing. 54, 6, p. 3410-3420 11 p., 7401038.

Research output: Contribution to journalArticleAcademicpeer-review

41 Citations (Scopus)

Kernel manifold alignment for domain adaptation

Tuia, D. & Camps-Valls, G., Feb 2016, In : PLoS ONE. 11, 2, e0148655.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
36 Citations (Scopus)

Multi-temporal and multi-source remote sensing image classification by nonlinear relative normalization

Tuia, D., Marcos, D. & Camps-Valls, G., Oct 2016, In : ISPRS Journal of Photogrammetry and Remote Sensing. 120, p. 1-12 12 p.

Research output: Contribution to journalArticleAcademicpeer-review

23 Citations (Scopus)

Nonconvex Regularization in Remote Sensing

Tuia, D., Flamary, R. & Barlaud, M., Nov 2016, In : IEEE Transactions on Geoscience and Remote Sensing. 54, 11, p. 6470-6480 11 p., 7529046.

Research output: Contribution to journalArticleAcademicpeer-review

19 Citations (Scopus)

Optimizing embedded sensor network design for catchment-scale snow-depth estimation using LiDAR and machine learning

Oroza, C. A., Zheng, Z., Glaser, S. D., Tuia, D. & Bales, R. C., 1 Oct 2016, In : Water Resources Research. 52, 10, p. 8174-8189 16 p.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
8 Citations (Scopus)
2015

Cluster validity measure and merging system for hierarchical clustering considering outliers

De Morsier, F., Tuia, D., Borgeaud, M., Gass, V. & Thiran, J. P., Apr 2015, In : Pattern Recognition. 48, 4, p. 1478-1489 12 p.

Research output: Contribution to journalArticleAcademicpeer-review

22 Citations (Scopus)

Hydrometeor classification from polarimetric radar measurements: A clustering approach

Grazioli, J., Tuia, D. & Berne, A., 9 Jan 2015, In : Atmospheric Measurement Techniques. 8, 1, p. 149-170 22 p.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
26 Citations (Scopus)

Joining a Discrete Radiative Transfer Model and a Kernel Retrieval Algorithm for Soil Moisture Estimation from SAR Data

Stamenkovic, J., Ferrazzoli, P., Guerriero, L., Tuia, D. & Thiran, J. P., Jul 2015, In : IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. 8, 7, p. 3463-3475 13 p., 7164244.

Research output: Contribution to journalArticleAcademicpeer-review

5 Citations (Scopus)

Multiclass feature learning for hyperspectral image classification: Sparse and hierarchical solutions

Tuia, D., Flamary, R. & Courty, N., Jul 2015, In : ISPRS Journal of Photogrammetry and Remote Sensing. 105, p. 272-285 14 p.

Research output: Contribution to journalArticleAcademicpeer-review

66 Citations (Scopus)

Multimodal Classification of Remote Sensing Images: A Review and Future Directions

Gomez-Chova, L., Tuia, D., Moser, G. & Camps-Valls, G., Sep 2015, In : Proceedings of the IEEE. 103, 9, p. 1560-1584 25 p., 7182258.

Research output: Contribution to journalArticleAcademicpeer-review

120 Citations (Scopus)

Processing of Multiresolution Thermal Hyperspectral and Digital Color Data: Outcome of the 2014 IEEE GRSS Data Fusion Contest

Liao, W., Huang, X., Van Coillie, F., Gautama, S., Pižurica, A., Philips, W., Liu, H., Zhu, T., Shimoni, M., Moser, G. & Tuia, D., Jun 2015, In : IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. 8, 6, p. 2984-2996 13 p., 7109121.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
117 Citations (Scopus)

Semisupervised classification of remote sensing images with hierarchical spatial similarity

Huo, L. Z., Tang, P., Zhang, Z. & Tuia, D., Jan 2015, In : IEEE Geoscience and Remote Sensing Letters. 12, 1, p. 150-154 5 p., 6847135.

Research output: Contribution to journalArticleAcademicpeer-review

29 Citations (Scopus)

Semisupervised Transfer Component Analysis for Domain Adaptation in Remote Sensing Image Classification

Matasci, G., Volpi, M., Kanevski, M., Bruzzone, L. & Tuia, D., Jul 2015, In : IEEE Transactions on Geoscience and Remote Sensing. 53, 7, p. 3550-3564 15 p., 7027189.

Research output: Contribution to journalArticleAcademicpeer-review

88 Citations (Scopus)

Spectral alignment of multi-temporal cross-sensor images with automated kernel canonical correlation analysis

Volpi, M., Camps-Valls, G. & Tuia, D., Sep 2015, In : ISPRS Journal of Photogrammetry and Remote Sensing. 107, p. 50-63 14 p.

Research output: Contribution to journalArticleAcademicpeer-review

48 Citations (Scopus)

Understanding angular effects in VHR imagery and their significance for urban land-cover model portability: A study of two multi-angle in-track image sequences

Matasci, G., Longbotham, N., Pacifici, F., Kanevski, M. & Tuia, D., Sep 2015, In : ISPRS Journal of Photogrammetry and Remote Sensing. 107, p. 99-111 13 p.

Research output: Contribution to journalArticleAcademicpeer-review

22 Citations (Scopus)
2014

Advances in hyperspectral image classification: Earth monitoring with statistical learning methods

Camps-Valls, G., Tuia, D., Bruzzone, L. & Benediktsson, J. A., Jan 2014, In : IEEE Signal Processing Magazine. 31, 1, p. 45-54 10 p., 6678612.

Research output: Contribution to journalArticleAcademicpeer-review

386 Citations (Scopus)

Automatic feature learning for spatio-spectral image classification with sparse SVM

Tuia, D., Volpi, M., Mura, M. D., Rakotomamonjy, A. & Flamary, R., Oct 2014, In : IEEE Transactions on Geoscience and Remote Sensing. 52, 10, p. 6062-6074 13 p., 6708428.

Research output: Contribution to journalArticleAcademicpeer-review

55 Citations (Scopus)

Explicit recursive and adaptive filtering in reproducing kernel hilbert spaces

Tuia, D., Munoz-Mari, J., Rojo-Alvarez, J. L., Martinez-Ramon, M. & Camps-Valls, G., Jul 2014, In : IEEE Transactions on Neural Networks and Learning Systems. 25, 7, p. 1413-1419 7 p., 6722955.

Research output: Contribution to journalArticleAcademicpeer-review

6 Citations (Scopus)

Hydrometeor classification from two-dimensional video disdrometer data

Grazioli, J., Tuia, D., Monhart, S., Schneebeli, M., Raupach, T. & Berne, A., 9 Sep 2014, In : Atmospheric Measurement Techniques. 7, 9, p. 2869-2882 14 p.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
19 Citations (Scopus)

Principal polynomial analysis

Laparra, V., Jiménez, S., Tuia, D., Camps-Valls, G. & Malo, J., 25 Nov 2014, In : International Journal of Neural Systems. 24, 7, 1440007.

Research output: Contribution to journalArticleAcademicpeer-review

14 Citations (Scopus)

Semisupervised manifold alignment of multimodal remote sensing images

Tuia, D., Volpi, M., Trolliet, M. & Camps-Valls, G., Dec 2014, In : IEEE Transactions on Geoscience and Remote Sensing. 52, 12, p. 7708-7720 13 p., 6822608.

Research output: Contribution to journalArticleAcademicpeer-review

85 Citations (Scopus)

Semi-supervised multiview embedding for hyperspectral data classification

Volpi, M., Matasci, G., Kanevski, M. & Tuia, D., 5 Dec 2014, In : Neurocomputing. 145, p. 427-437 11 p.

Research output: Contribution to journalArticleAcademicpeer-review

23 Citations (Scopus)

SVM active learning approach for image classification using spatial information

Pasolli, E., Melgani, F., Tuia, D., Pacifici, F. & Emery, W. J., Apr 2014, In : IEEE Transactions on Geoscience and Remote Sensing. 52, 4, p. 2217-2223 7 p., 6531640.

Research output: Contribution to journalArticleAcademicpeer-review

101 Citations (Scopus)
2013

Active learning: Any value for classification of remotely sensed data?

Crawford, M. M., Tuia, D. & Yang, H. L., 1 Feb 2013, In : Proceedings of the IEEE. 101, 3, p. 593-608 16 p., 6425391.

Research output: Contribution to journalArticleAcademicpeer-review

116 Citations (Scopus)

Graph matching for adaptation in remote sensing

Tuia, D., Munoz-Marí, J., Gómez-Chova, L. & Malo, J., Jan 2013, In : IEEE Transactions on Geoscience and Remote Sensing. 51, 1, p. 329-341 13 p., 6221978.

Research output: Contribution to journalArticleAcademicpeer-review

58 Citations (Scopus)

Learning user's confidence for active learning

Tuia, D. & Munoz-Mari, J., Feb 2013, In : IEEE Transactions on Geoscience and Remote Sensing. 51, 2, p. 872-880 9 p., 6247502.

Research output: Contribution to journalArticleAcademicpeer-review

17 Citations (Scopus)