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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

Année:

2017

Langue:

english

Fichier:

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

Année:

2016

Langue:

english

Fichier:

PDF, 6.01 MB

english, 2016

3

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:

Année:

2016

Langue:

english

Fichier:

PDF, 1.28 MB

english, 2016

4

[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

Année:

2019

Langue:

english

Fichier:

PDF, 3.60 MB

english, 2019

5

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

Année:

2021

Fichier:

PDF, 3.02 MB

2021

6

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

Année:

2014

Langue:

english

Fichier:

PDF, 1.01 MB

english, 2014

7

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

Année:

2016

Langue:

english

Fichier:

PDF, 4.34 MB

english, 2016

8

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

Année:

2018

Langue:

english

Fichier:

PDF, 3.51 MB

english, 2018

9

Concept Discovery for The Interpretation of Landscape Scenicness

Arendsen, Pim, Marcos, Diego, Tuia, Devis

Journal:

Machine Learning and Knowledge Extraction

Année:

2020

Fichier:

PDF, 10.62 MB

2020

10

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

Année:

2011

Langue:

english

Fichier:

PDF, 10.40 MB

english, 2011

11

Remote sensing image segmentation by active queries

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

Journal:

Pattern Recognition

Année:

2012

Langue:

english

Fichier:

PDF, 2.11 MB

english, 2012

12

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

Année:

2014

Langue:

english

Fichier:

PDF, 2.64 MB

english, 2014

13

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

Année:

2014

Langue:

english

Fichier:

PDF, 3.22 MB

english, 2014

14

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

Année:

2014

Langue:

english

Fichier:

PDF, 199 KB

english, 2014

15

[IEEE 2010 IEEE International Workshop on Machine Learning for Signal Processing (MLSP) - Kittila, Finland (2010.08.29-2010.09.1)] 2010 IEEE International Workshop on Machine Learning for Signal Processing - Learning spatial filters for multispectral image segmentation

Tuia, Devis, Camps-Valls, Gustavo, Flamary, Remi, Rakotomamonjy, Alain

Année:

2010

Langue:

english

Fichier:

PDF, 1.43 MB

english, 2010

16

Cluster validity measure and merging system for hierarchical clustering considering outliers

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

Journal:

Pattern Recognition

Année:

2015

Langue:

english

Fichier:

PDF, 5.71 MB

english, 2015

17

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

Année:

2015

Langue:

english

Fichier:

PDF, 3.81 MB

english, 2015

18

Optimal Transport for Domain Adaptation

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

Journal:

IEEE Transactions on Pattern Analysis and Machine Intelligence

Année:

2016

Langue:

english

Fichier:

PDF, 3.74 MB

english, 2016

19

Detection of clusters using space–time scan statistics

Tonini, Marj, Tuia, Devis, Ratle, Frédéric

Journal:

International Journal of Wildland Fire

Année:

2009

Langue:

english

Fichier:

PDF, 906 KB

english, 2009

20

[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

Année:

2017

Langue:

english

Fichier:

PDF, 26.84 MB

english, 2017

21

[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

Année:

2017

Langue:

english

Fichier:

PDF, 4.47 MB

english, 2017

22

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

Année:

2018

Langue:

english

Fichier:

PDF, 3.05 MB

english, 2018

23

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

Année:

2018

Langue:

english

Fichier:

PDF, 3.87 MB

english, 2018

24

[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

Année:

2018

Langue:

english

Fichier:

PDF, 2.79 MB

english, 2018

25

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

Année:

2019

Langue:

english

Fichier:

PDF, 9.63 MB

english, 2019

26

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

Année:

2019

Langue:

english

Fichier:

PDF, 8.35 MB

english, 2019

27

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

Année:

2019

Langue:

english

Fichier:

PDF, 11.20 MB

english, 2019

28

[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

Année:

2018

Langue:

english

Fichier:

PDF, 37 KB

english, 2018

29

[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

Année:

2019

Langue:

english

Fichier:

PDF, 7.43 MB

english, 2019

30

[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

Année:

2019

Langue:

english

Fichier:

PDF, 3.82 MB

english, 2019

31

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

Année:

2020

Fichier:

PDF, 5.45 MB

2020

32

Identifying spatial clustering phenomena in forest-fire sequences

Devis Tuia, Rosa Lasaponara, Luciano Telesca, Mikail Kanevski

Journal:

Physica A: Statistical Mechanics and its Applications

Année:

2007

Langue:

english

Fichier:

PDF, 224 KB

english, 2007

33

Indoor radon distribution in Switzerland: lognormality and Extreme Value Theory

Devis Tuia, Mikhail Kanevski

Journal:

Journal of Environmental Radioactivity

Année:

2008

Langue:

english

Fichier:

PDF, 462 KB

english, 2008

34

Learning wind fields with multiple kernels

Loris Foresti, Devis Tuia, Mikhail Kanevski, Alexei Pozdnoukhov

Journal:

Stochastic Environmental Research and Risk Assessment

Année:

2011

Langue:

english

Fichier:

PDF, 1.74 MB

english, 2011

35

Structured Output SVM for Remote Sensing Image Classification

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

Journal:

Journal of Signal Processing Systems

Année:

2011

Langue:

english

Fichier:

PDF, 998 KB

english, 2011

36

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

Année:

2008

Langue:

english

Fichier:

PDF, 586 KB

english, 2008

37

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

Année:

2008

Langue:

english

Fichier:

PDF, 1.63 MB

english, 2008

38

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

Année:

2007

Langue:

english

Fichier:

PDF, 1.29 MB

english, 2007

39

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:

Année:

2012

Langue:

english

Fichier:

PDF, 2.93 MB

english, 2012

40

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

Année:

2013

Langue:

english

Fichier:

PDF, 1.19 MB

english, 2013

41

Learning User's Confidence for Active Learning

Tuia, Devis, Munoz-Mari, Jordi

Journal:

IEEE Transactions on Geoscience and Remote Sensing

Année:

2013

Langue:

english

Fichier:

PDF, 2.64 MB

english, 2013

42

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

Année:

2012

Langue:

english

Fichier:

PDF, 2.49 MB

english, 2012

43

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

Année:

2013

Langue:

english

Fichier:

PDF, 1.42 MB

english, 2013

44

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

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

Journal:

Proceedings of the IEEE

Année:

2013

Langue:

english

Fichier:

PDF, 2.52 MB

english, 2013

45

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

Année:

2013

Langue:

english

Fichier:

PDF, 1.90 MB

english, 2013

46

[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

Année:

2012

Langue:

english

Fichier:

PDF, 1.33 MB

english, 2012

47

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

Année:

2014

Langue:

english

Fichier:

PDF, 2.56 MB

english, 2014

48

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

Année:

2015

Langue:

english

Fichier:

PDF, 1.05 MB

english, 2015

49

[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

Année:

2012

Langue:

english

Fichier:

PDF, 655 KB

english, 2012

50

[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

Année:

2012

Langue:

english

Fichier:

PDF, 1.98 MB

english, 2012