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Conference paper
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)

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)

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

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

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)

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)

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)

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)

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

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)

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)
2017

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)

Fast animal detection in UAV images using convolutional neural networks

Kellenberger, B., Volpi, M. & Tuia, D., 1 Dec 2017, 2017 IEEE International Geoscience and Remote Sensing Symposium: International Cooperation for Global Awareness, IGARSS 2017 - Proceedings. Fort Worth: Institute of Electrical and Electronics Engineers Inc., p. 866-869 4 p. 8127090. (International Geoscience and Remote Sensing Symposium (IGARSS); vol. 2017-July).

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

11 Citations (Scopus)

Joint height estimation and semantic labeling of monocular aerial images with CNNS

Srivastava, S., Volpi, M. & Tuia, D., 1 Dec 2017, 2017 IEEE International Geoscience and Remote Sensing Symposium: International Cooperation for Global Awareness, IGARSS 2017 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 5173-5176 4 p. 8128167. (International Geoscience and Remote Sensing Symposium (IGARSS); vol. 2017-July).

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

13 Citations (Scopus)

Land use modeling in North Rhine-Westphalia with interaction and scaling laws

Tuia, D., Moser, G., Wurm, M. & Taubenbock, H., 10 May 2017, 2017 Joint Urban Remote Sensing Event, JURSE 2017. Institute of Electrical and Electronics Engineers Inc., 7924542. (2017 Joint Urban Remote Sensing Event, JURSE 2017).

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

5 Citations (Scopus)

Learning class- and location-specific priors for urban semantic labeling with CNNs

Kellenberger, B., Volpi, M. & Tuia, D., 10 May 2017, 2017 Joint Urban Remote Sensing Event, JURSE 2017. Dubai: Institute of Electrical and Electronics Engineers Inc., 7924537. (2017 Joint Urban Remote Sensing Event, JURSE 2017).

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

1 Citation (Scopus)

Post classification smoothing in sub-decimeter resolution images with semi-supervised label propagation

Vargas-Munoz, J. E., Tuia, D., Dos Santos, J. A. & Falcao, A. X., 1 Dec 2017, 2017 IEEE International Geoscience and Remote Sensing Symposium: International Cooperation for Global Awareness, IGARSS 2017 - Proceedings. Fort Worth: Institute of Electrical and Electronics Engineers Inc., p. 3688-3691 4 p. 8127799. (International Geoscience and Remote Sensing Symposium (IGARSS); vol. 2017-July).

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

Rotation Equivariant Vector Field Networks

Marcos, D., Volpi, M., Komodakis, N. & Tuia, D., 22 Dec 2017, Proceedings - 2017 IEEE International Conference on Computer Vision, ICCV 2017. Institute of Electrical and Electronics Engineers Inc., p. 5058-5067 10 p. 8237802. (Proceedings of the IEEE International Conference on Computer Vision; vol. 2017-October).

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

33 Citations (Scopus)
2016

Geospatial correspondences for multimodal registration

Marcos, D., Hamid, R. & Tuia, D., 9 Dec 2016, Proceedings - 29th IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2016. Las Vegas: IEEE computer society, p. 5091-5100 10 p. 7780919. (Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition; vol. 2016-December).

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

16 Citations (Scopus)

Getting pixels and regions to agree with conditional random fields

Tuia, D., Volpi, M. & Moser, G., Nov 2016, 2016 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2016 - Proceedings. Beijing: Institute of Electrical and Electronics Engineers Inc., p. 3290-3293 4 p. 7729851. (International Geoscience and Remote Sensing Symposium (IGARSS); vol. 2016-November).

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

6 Citations (Scopus)

Learning rotation invariant convolutional filters for texture classification

Marcos, D., Volpi, M. & Tuia, D., 2016, 2016 23rd International Conference on Pattern Recognition, ICPR 2016. Institute of Electrical and Electronics Engineers Inc., p. 2012-2017 6 p. 7899932. (Proceedings - International Conference on Pattern Recognition; vol. 0).

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

35 Citations (Scopus)

Optimal transport for data fusion in remote sensing

Courty, N., Flamary, R., Tuia, D. & Corpetti, T., Nov 2016, 2016 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2016 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 3571-3574 4 p. 7729925. (International Geoscience and Remote Sensing Symposium (IGARSS); vol. 2016-November).

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

3 Citations (Scopus)

Semantic labeling of aerial images by learning class-specific object proposals

Volpi, M. & Tuia, D., Nov 2016, 2016 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2016 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 1556-1559 4 p. 7729397. (International Geoscience and Remote Sensing Symposium (IGARSS); vol. 2016-November).

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

1 Citation (Scopus)

Solving structured segmentation of aerial images as puzzles

Marcos, D., Volpi, M. & Tuia, D., Nov 2016, 2016 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2016 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 3346-3349 4 p. 7729865. (International Geoscience and Remote Sensing Symposium (IGARSS); vol. 2016-November).

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

2015

Classification of urban structural types with multisource data and structured models

Montanges, A. P., Moser, G., Taubenböck, H., Wurm, M. & Tuia, D., 9 Jun 2015, 2015 Joint Urban Remote Sensing Event, JURSE 2015. Institute of Electrical and Electronics Engineers Inc., 7120489. (2015 Joint Urban Remote Sensing Event, JURSE 2015).

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

14 Citations (Scopus)

Individual tree segmentation in deciduous forests using geodesic voting

Parkan, M. & Tuia, D., 10 Nov 2015, 2015 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2015 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 637-640 4 p. 7325844. (International Geoscience and Remote Sensing Symposium (IGARSS); vol. 2015-November).

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

1 Citation (Scopus)

Large-scale random features for kernel regression

Laparra, V., Gonzalez, D. M., Tuia, D. & Camps-Valls, G., 10 Nov 2015, 2015 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2015 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 17-20 4 p. 7325686. (International Geoscience and Remote Sensing Symposium (IGARSS); vol. 2015-November).

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

6 Citations (Scopus)

Multitemporal classification without new labels: A solution with optimal transport

Tuia, D., Flamary, R., Rakotomamonjy, A. & Courty, N., 8 Sep 2015, 2015 8th International Workshop on the Analysis of Multitemporal Remote Sensing Images, Multi-Temp 2015. Institute of Electrical and Electronics Engineers Inc., 7245773. (2015 8th International Workshop on the Analysis of Multitemporal Remote Sensing Images, Multi-Temp 2015).

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

5 Citations (Scopus)

To be or not to be convex? A study on regularization in hyperspectral image classification

Tuia, D., Flamary, R. & Barlaud, M., 10 Nov 2015, 2015 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2015 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 4947-4950 4 p. 7326942. (International Geoscience and Remote Sensing Symposium (IGARSS); vol. 2015-November).

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

2 Citations (Scopus)

Weakly supervised alignment of multisensor images

Gonzalez, D. M., Camps-Valls, G. & Tuia, D., 10 Nov 2015, 2015 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2015 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 2588-2591 4 p. 7326341. (International Geoscience and Remote Sensing Symposium (IGARSS); vol. 2015-November).

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

4 Citations (Scopus)
2014

Crop backscatter modeling and soil moisture estimation with support vector regression

Stamenkovic, J., Ferrazzoli, P., Guerriero, L., Tuia, D., Thiran, J. P. & Borgeaud, M., 4 Nov 2014, International Geoscience and Remote Sensing Symposium (IGARSS). Institute of Electrical and Electronics Engineers Inc., p. 3228-3231 4 p. 6947166. (International Geoscience and Remote Sensing Symposium (IGARSS)).

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

1 Citation (Scopus)

Domain adaptation in remote sensing through cross-image synthesis with dictionaries

Matasci, G., De Morsier, F., Kanevski, M. & Tuia, D., 4 Nov 2014, International Geoscience and Remote Sensing Symposium (IGARSS). Institute of Electrical and Electronics Engineers Inc., p. 3714-3717 4 p. 6947290. (International Geoscience and Remote Sensing Symposium (IGARSS)).

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

Domain adaptation with regularized optimal transport

Courty, N., Flamary, R. & Tuia, D., 2014, Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2014, Proceedings. PART 1 ed. Springer Verlag, p. 274-289 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 8724 LNAI, no. PART 1).

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

24 Citations (Scopus)

Hierarchical sparse representation for dictionary-based classification of hyperspectral images

Gonzalez, D. M., De Morsier, F., Matasci, G., Tuia, D. & Thiran, J. P., 28 Jun 2014, 2014 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, WHISPERS 2014. IEEE computer society, 8077531. (Workshop on Hyperspectral Image and Signal Processing, Evolution in Remote Sensing; vol. 2014-June).

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

Network-based correlated correspondence for unsupervised domain adaptation of hyperspectral satellite images

Rebetez, J., Tuia, D. & Courty, N., 4 Dec 2014, Proceedings - International Conference on Pattern Recognition. Institute of Electrical and Electronics Engineers Inc., p. 3921-3926 6 p. 6977385. (Proceedings - International Conference on Pattern Recognition).

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

2 Citations (Scopus)

Non-linear low-rank and sparse representation for hyperspectral image analysis

De Morsier, F., Tuia, D., Borgeaucft, M., Gass, V. & Thiran, J. P., 4 Nov 2014, International Geoscience and Remote Sensing Symposium (IGARSS). Institute of Electrical and Electronics Engineers Inc., p. 4648-4651 4 p. 6947529. (International Geoscience and Remote Sensing Symposium (IGARSS)).

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

1 Citation (Scopus)

Soil moisture estimation using synergy of optical, SAR, and topographic data with Gaussian Process Regression

Stamenkovic, J., Notarnicola, C., Spindler, N., Cuozzo, G., Bertoldi, G., Della Chiesa, S., Niedrist, G., Greifeneder, F., Tuia, D., Borgeaud, M. & Thiran, J. P., 21 Oct 2014, SAR Image Analysis, Modeling, and Techniques XIV. Paloscia, S., Pierdicca, N. & Notarnicola, C. (eds.). SPIE, 92430R. (Proceedings of SPIE - The International Society for Optical Engineering; vol. 9243).

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

Spatially aware supervised nonlinear dimensionality reduction for hyperspectral data

Volpi, M. & Tuia, D., 28 Jun 2014, 2014 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, WHISPERS 2014. IEEE computer society, 8077551. (Workshop on Hyperspectral Image and Signal Processing, Evolution in Remote Sensing; vol. 2014-June).

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

2 Citations (Scopus)

Spectral adaptation of hyperspectral flight lines using VHR contextual information

Jacobs, J. P., Thoonen, G., Tuia, D., Camps-Valls, G., Kempeneers, P. & Scheunders, P., 4 Nov 2014, International Geoscience and Remote Sensing Symposium (IGARSS). Institute of Electrical and Electronics Engineers Inc., p. 2953-2956 4 p. 6947096. (International Geoscience and Remote Sensing Symposium (IGARSS)).

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

Unsupervised alignment of image manifolds with centrality measures

Tuia, D., Volpi, M. & Camps-Valls, G., 4 Dec 2014, Proceedings - International Conference on Pattern Recognition. Institute of Electrical and Electronics Engineers Inc., p. 912-917 6 p. 6976877. (Proceedings - International Conference on Pattern Recognition).

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

4 Citations (Scopus)

Weakly supervised alignment of image manifolds with semantic ties

Tuia, D., 4 Nov 2014, International Geoscience and Remote Sensing Symposium (IGARSS). Institute of Electrical and Electronics Engineers Inc., p. 3546-3549 4 p. 6947248. (International Geoscience and Remote Sensing Symposium (IGARSS)).

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

2 Citations (Scopus)
2013

Classification of urban multi-angular image sequences by aligning their manifolds

Trolliet, M., Tuia, D. & Volpi, M., 1 Jun 2013, Joint Urban Remote Sensing Event 2013, JURSE 2013. IEEE computer society, p. 53-56 4 p. 6550664. (Joint Urban Remote Sensing Event 2013, JURSE 2013).

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