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Research Output 2017 2019

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Article
2019
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

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

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
2018
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
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
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
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
24 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
24 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
2017
240 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
15 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
18 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
18 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