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1

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

Zhu, Xiao Xiang, Tuia, Devis, Mou, Lichao, Xia, Gui-Song, Zhang, Liangpei, Xu, Feng, Fraundorfer, Friedrich

Journal:

IEEE Geoscience and Remote Sensing Magazine

Year:

2017

Language:

english

File:

PDF, 6.11 MB

english, 2017

2

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

Oroza, Carlos A., Zheng, Zeshi, Glaser, Steven D., Tuia, Devis, Bales, Roger C.

Journal:

Water Resources Research

Year:

2016

Language:

english

File:

PDF, 6.01 MB

english, 2016

3

Estimating quality of life dimensions from urban spatial pattern metrics

Sapena, Marta, Wurm, Michael, TaubenbÃ¶ck, Hannes, Tuia, Devis, Ruiz, Luis A.

Journal:

Computers, Environment and Urban Systems

Year:

2021

File:

PDF, 3.02 MB

2021

4

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

de Morsier, Frank, Borgeaud, Maurice, Gass, Volker, Thiran, Jean-Philippe, Tuia, Devis

Journal:

IEEE Transactions on Geoscience and Remote Sensing

Year:

2016

Language:

english

File:

PDF, 4.34 MB

english, 2016

5

[IEEE 2019 Joint Urban Remote Sensing Event (JURSE) - Vannes, France (2019.5.22-2019.5.24)] 2019 Joint Urban Remote Sensing Event (JURSE) - Deep Learning Models to Count Buildings in High-Resolution Overhead Images

Lobry, Sylvain, Tuia, Devis

Year:

2019

Language:

english

File:

PDF, 3.60 MB

english, 2019

6

Remote Sensing Image Processing

Camps-Valls, Gustavo, Tuia, Devis, Gómez-Chova, Luis, Jiménez, Sandra, Malo, Jesús

Journal:

Synthesis Lectures on Image Video and Multimedia Processing

Year:

2011

Language:

english

File:

PDF, 10.40 MB

english, 2011

7

SVM Active Learning Approach for Image Classification Using Spatial Information

Pasolli, Edoardo, Melgani, Farid, Tuia, Devis, Pacifici, Fabio, Emery, William J.

Journal:

IEEE Transactions on Geoscience and Remote Sensing

Year:

2014

Language:

english

File:

PDF, 3.22 MB

english, 2014

8

Explicit Recursive and Adaptive Filtering in Reproducing Kernel Hilbert Spaces

Tuia, Devis, Munoz-Mari, Jordi, Rojo-Alvarez, Jose Luis, Martinez-Ramon, Manel, Camps-Valls, Gustavo

Journal:

IEEE Transactions on Neural Networks and Learning Systems

Year:

2014

Language:

english

File:

PDF, 1.01 MB

english, 2014

9

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

Gomez-Chova, Luis, Tuia, Devis, Moser, Gabriele, Camps-Valls, Gustau

Journal:

Proceedings of the IEEE

Year:

2015

Language:

english

File:

PDF, 3.81 MB

english, 2015

10

Combining Human Computing and Machine Learning to Make Sense of Big (Aerial) Data for Disaster Response

Ofli, Ferda, Meier, Patrick, Imran, Muhammad, Castillo, Carlos, Tuia, Devis, Rey, Nicolas, Briant, Julien, Millet, Pauline, Reinhard, Friedrich, Parkan, Matthew, Joost, Stéphane

Journal:

Year:

2016

Language:

english

File:

PDF, 1.28 MB

english, 2016

11

Optimal Transport for Domain Adaptation

Courty, Nicolas, Flamary, Remi, Tuia, Devis, Rakotomamonjy, Alain

Journal:

IEEE Transactions on Pattern Analysis and Machine Intelligence

Year:

2016

Language:

english

File:

PDF, 3.74 MB

english, 2016

12

Detection of clusters using space–time scan statistics

Tonini, Marj, Tuia, Devis, Ratle, Frédéric

Journal:

International Journal of Wildland Fire

Year:

2009

Language:

english

File:

PDF, 906 KB

english, 2009

13

[IEEE 2017 Joint Urban Remote Sensing Event (JURSE) - Dubai, United Arab Emirates (2017.3.6-2017.3.8)] 2017 Joint Urban Remote Sensing Event (JURSE) - Learning class- and location-specific priors for urban semantic labeling with CNNs

Kellenberger, Benjamin, Volpi, Michele, Tuia, Devis

Year:

2017

Language:

english

File:

PDF, 26.84 MB

english, 2017

14

[IEEE 2017 Joint Urban Remote Sensing Event (JURSE) - Dubai, United Arab Emirates (2017.3.6-2017.3.8)] 2017 Joint Urban Remote Sensing Event (JURSE) - Land use modeling in North Rhine-Westphalia with interaction and scaling laws

Tuia, Devis, Moser, Gabriele, Wurm, Michael, Taubenbock, Hannes

Year:

2017

Language:

english

File:

PDF, 4.47 MB

english, 2017

15

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

Marcos, Diego, Volpi, Michele, Kellenberger, Benjamin, Tuia, Devis

Journal:

ISPRS Journal of Photogrammetry and Remote Sensing

Year:

2018

Language:

english

File:

PDF, 3.05 MB

english, 2018

16

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

Kellenberger, Benjamin, Marcos, Diego, Tuia, Devis

Journal:

Remote Sensing of Environment

Year:

2018

Language:

english

File:

PDF, 3.51 MB

english, 2018

17

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

Srivastava, Shivangi, Vargas Muñoz, John E., Lobry, Sylvain, Tuia, Devis

Journal:

International Journal of Geographical Information Science

Year:

2018

Language:

english

File:

PDF, 3.87 MB

english, 2018

18

[IEEE IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium - Valencia, Spain (2018.7.22-2018.7.27)] IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium - A Deep Network Approach to Multitemporal Cloud Detection

Tuia, Devis, Kellenberger, Benjamin, Perez-Suey, Adrian, Camps-Valls, Gustau

Year:

2018

Language:

english

File:

PDF, 2.79 MB

english, 2018

19

Correcting rural building annotations in OpenStreetMap using convolutional neural networks

Vargas-Muñoz, John E., Lobry, Sylvain, Falcão, Alexandre X., Tuia, Devis

Journal:

ISPRS Journal of Photogrammetry and Remote Sensing

Year:

2019

Language:

english

File:

PDF, 9.63 MB

english, 2019

20

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

Gross, Wolfgang, Tuia, Devis, Soergel, Uwe, Middelmann, Wolfgang

Journal:

IEEE Transactions on Geoscience and Remote Sensing

Year:

2019

Language:

english

File:

PDF, 8.35 MB

english, 2019

21

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

Srivastava, Shivangi, Vargas-Muñoz, John E., Tuia, Devis

Journal:

Remote Sensing of Environment

Year:

2019

Language:

english

File:

PDF, 11.20 MB

english, 2019

22

[IEEE 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) - Salt Lake City, UT (2018.6.18-2018.6.23)] 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition - Learning Deep Structured Active Contours End-to-End

Zhang, Lisa, Bai, Min, Liao, Renjie, Urtasun, Raquel, Marcos, Diego, Tuia, Devis, Kellenberger, Benjamin

Year:

2018

Language:

english

File:

PDF, 37 KB

english, 2018

23

[IEEE 2019 Joint Urban Remote Sensing Event (JURSE) - Vannes, France (2019.5.22-2019.5.24)] 2019 Joint Urban Remote Sensing Event (JURSE) - Novelty detection in very high resolution urban scenes with Density Forests

Wendl, Cyril, Marcos, Diego, Tuia, Devis

Year:

2019

Language:

english

File:

PDF, 7.43 MB

english, 2019

24

[IEEE IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium - Yokohama, Japan (2019.7.28-2019.8.2)] IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium - Interactive Coconut Tree Annotation Using Feature Space Projections

Vargas-Munoz, John E., Zhou, Ping, Falcao, Alexandre X., Tuia, Devis

Year:

2019

Language:

english

File:

PDF, 3.82 MB

english, 2019

25

A deep learning framework for matching of SAR and optical imagery

Hughes, Lloyd Haydn, Marcos, Diego, Lobry, Sylvain, Tuia, Devis, Schmitt, Michael

Journal:

ISPRS Journal of Photogrammetry and Remote Sensing

Year:

2020

File:

PDF, 5.45 MB

2020

26

Concept Discovery for The Interpretation of Landscape Scenicness

Arendsen, Pim, Marcos, Diego, Tuia, Devis

Journal:

Machine Learning and Knowledge Extraction

Year:

2020

File:

PDF, 10.62 MB

2020

27

Identifying spatial clustering phenomena in forest-fire sequences

Devis Tuia, Rosa Lasaponara, Luciano Telesca, Mikail Kanevski

Journal:

Physica A: Statistical Mechanics and its Applications

Year:

2007

Language:

english

File:

PDF, 224 KB

english, 2007

28

Indoor radon distribution in Switzerland: lognormality and Extreme Value Theory

Devis Tuia, Mikhail Kanevski

Journal:

Journal of Environmental Radioactivity

Year:

2008

Language:

english

File:

PDF, 462 KB

english, 2008

29

Learning wind fields with multiple kernels

Loris Foresti, Devis Tuia, Mikhail Kanevski, Alexei Pozdnoukhov

Journal:

Stochastic Environmental Research and Risk Assessment

Year:

2011

Language:

english

File:

PDF, 1.74 MB

english, 2011

30

Structured Output SVM for Remote Sensing Image Classification

Devis Tuia, Jordi Muñoz-Marí, Mikhail Kanevski, Gustavo Camps-Valls

Journal:

Journal of Signal Processing Systems

Year:

2011

Language:

english

File:

PDF, 998 KB

english, 2011

31

Scan statistics analysis of forest fire clusters

Devis Tuia, Fréderic Ratle, Rosa Lasaponara, Luciano Telesca, Mikhail Kanevski

Journal:

Communications in Nonlinear Science and Numerical Simulation

Year:

2008

Language:

english

File:

PDF, 586 KB

english, 2008

32

Emergence of spatio-temporal patterns in forest-fire sequences

Devis Tuia, Rosa Lasaponara, Luciano Telesca, Mikhail Kanevski

Journal:

Physica A: Statistical Mechanics and its Applications

Year:

2008

Language:

english

File:

PDF, 1.63 MB

english, 2008

33

Evaluation of a simplified top-down model for the spatial assessment of hot traffic emissions in mid-sized cities

Devis Tuia, Margarita Ossés de Eicker, Rainer Zah, Mauricio Osses, Erika Zarate, Alain Clappier

Journal:

Atmospheric Environment

Year:

2007

Language:

english

File:

PDF, 1.29 MB

english, 2007

34

Remote sensing image segmentation by active queries

Devis Tuia, Jordi Muñoz-Marí, Gustavo Camps-Valls

Journal:

Pattern Recognition

Year:

2012

Language:

english

File:

PDF, 2.11 MB

english, 2012

35

Multiscale analysis of geomorphological and geological features in high resolution digital elevation models using the wavelet transform

Michael Kalbermatten, Dimitri Van De Ville, Pascal Turberg, Devis Tuia, Stéphane Joost

Journal:

Year:

2012

Language:

english

File:

PDF, 2.93 MB

english, 2012

36

Supervised change detection in VHR images using contextual information and support vector machines

Volpi, Michele, Tuia, Devis, Bovolo, Francesca, Kanevski, Mikhail, Bruzzone, Lorenzo

Journal:

International Journal of Applied Earth Observation and Geoinformation

Year:

2013

Language:

english

File:

PDF, 1.19 MB

english, 2013

37

Learning User's Confidence for Active Learning

Tuia, Devis, Munoz-Mari, Jordi

Journal:

IEEE Transactions on Geoscience and Remote Sensing

Year:

2013

Language:

english

File:

PDF, 2.64 MB

english, 2013

38

Semisupervised Classification of Remote Sensing Images With Active Queries

Munoz-Mari, Jordi, Tuia, Devis, Camps-Valls, Gustavo

Journal:

IEEE Transactions on Geoscience and Remote Sensing

Year:

2012

Language:

english

File:

PDF, 2.49 MB

english, 2012

39

Semi-Supervised Novelty Detection Using SVM Entire Solution Path

de Morsier, Frank, Tuia, Devis, Borgeaud, Maurice, Gass, Volker, Thiran, Jean-Philippe

Journal:

IEEE Transactions on Geoscience and Remote Sensing

Year:

2013

Language:

english

File:

PDF, 1.42 MB

english, 2013

40

Active Learning: Any Value for Classification of Remotely Sensed Data?

Crawford, Melba M., Tuia, Devis, Yang, Hsiuhan Lexie

Journal:

Proceedings of the IEEE

Year:

2013

Language:

english

File:

PDF, 2.52 MB

english, 2013

41

Graph Matching for Adaptation in Remote Sensing

Tuia, Devis, Munoz-Mari, Jordi, Gomez-Chova, Luis, Malo, Jesus

Journal:

IEEE Transactions on Geoscience and Remote Sensing

Year:

2013

Language:

english

File:

PDF, 1.90 MB

english, 2013

42

Advances in Hyperspectral Image Classification: Earth Monitoring with Statistical Learning Methods

Camps-Valls, Gustavo, Tuia, Devis, Bruzzone, Lorenzo, Benediktsson, Jon Atli

Journal:

IEEE Signal Processing Magazine

Year:

2014

Language:

english

File:

PDF, 2.64 MB

english, 2014

43

[IEEE IGARSS 2012 - 2012 IEEE International Geoscience and Remote Sensing Symposium - Munich, Germany (2012.07.22-2012.07.27)] 2012 IEEE International Geoscience and Remote Sensing Symposium - Enhanced change detection using nonlinear feature extraction

Volpi, Michele, Matasci, Giona, Tuia, Devis, Kanevski, Mikhail

Year:

2012

Language:

english

File:

PDF, 1.33 MB

english, 2012

44

Foreword to the Special Issue on Machine Learning for Remote Sensing Data Processing

Tuia, Devis, Merenyi, Erzsebet, Jia, Xiuping, Grana-Romay, Manuel

Journal:

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Year:

2014

Language:

english

File:

PDF, 199 KB

english, 2014

45

Semisupervised Manifold Alignment of Multimodal Remote Sensing Images

Tuia, Devis, Volpi, Michele, Trolliet, Maxime, Camps-Valls, Gustau

Journal:

IEEE Transactions on Geoscience and Remote Sensing

Year:

2014

Language:

english

File:

PDF, 2.56 MB

english, 2014

46

Semisupervised Classification of Remote Sensing Images With Hierarchical Spatial Similarity

Lian-Zhi Huo,, Ping Tang,, Zheng Zhang,, Tuia, Devis

Journal:

IEEE Geoscience and Remote Sensing Letters

Year:

2015

Language:

english

File:

PDF, 1.05 MB

english, 2015

47

[IEEE IGARSS 2012 - 2012 IEEE International Geoscience and Remote Sensing Symposium - Munich, Germany (2012.07.22-2012.07.27)] 2012 IEEE International Geoscience and Remote Sensing Symposium - Putting the user into the active learning loop: Towards realistic but efficient photointerpretation

Tuia, Devis, Munoz-Mari, Jordi

Year:

2012

Language:

english

File:

PDF, 655 KB

english, 2012

48

[IEEE 2012 7th IAPR Workshop on Pattern Recognition in Remote Sensing (PRRS) - Tsukuba Science City, Japan (2012.11.11-2012.11.11)] 7th IAPR Workshop on Pattern Recognition in Remote Sensing (PRRS) - Unsupervised change detection via hierarchical support vector clustering

de Morsier, Frank, Tuia, Devis, Gass, Volker, Thiran, Jean-Philippe, Borgeaud, Maurice

Year:

2012

Language:

english

File:

PDF, 1.98 MB

english, 2012

49

Automatic Feature Learning for Spatio-Spectral Image Classification With Sparse SVM

Tuia, Devis, Volpi, Michele, Dalla Mura, Mauro, Rakotomamonjy, Alain, Flamary, Remi

Journal:

IEEE Transactions on Geoscience and Remote Sensing

Year:

2014

Language:

english

File:

PDF, 2.38 MB

english, 2014

50

[IEEE 2011 Joint Urban Remote Sensing Event (JURSE) - Munich, Germany (2011.04.11-2011.04.13)] 2011 Joint Urban Remote Sensing Event - Dataset shift adaptation with active queries

Tuia, Devis, Pasolli, Edoardo, Emery, William J.

Year:

2011

Language:

english

File:

PDF, 1.06 MB

english, 2011

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