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Research Output 2007 2019

2019
39 Downloads (Pure)

Change detection between digital surface models from airborne laser scanning and dense image matching using convolutional neural networks

Zhang, Z., Vosselman, G., Gerke, M., Persello, C., Tuia, D. & Yang, M. Y., 29 May 2019, ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences: ISPRS Geospatial Week 2019. Vosselman, G., Oude Elberink, S. J. & Wang, M. Y. (eds.). 2/W5 ed. Enschede: International Society for Photogrammetry and Remote Sensing (ISPRS), Vol. IV. p. 453-460 8 p. (ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademicpeer-review

Open Access
File
airborne lasers
change detection
Image matching
raster
laser

Deep Fully Convolutional Networks for Cadastral Boundary Detection from UAV Images

Xia, X., Persello, C. & Koeva, M. N., 1 Jan 2019, In : Remote sensing. 11, 14, 1725.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
imagery
segmentation
land rights
digitization
mapping method
1 Citation (Scopus)
35 Downloads (Pure)

Delineation of agricultural fields in smallholder farms from satellite images using fully convolutional networks and combinatorial grouping

Persello, C., Tolpekin, V. A., Bergado, J. R. & de By, R. A., 15 Sep 2019, In : Remote sensing of environment. 231, p. 1-18 18 p., 111253.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
File
small farms
smallholder
Farms
Satellites
farm

Do we underestimate the global slum population?

Kuffer, M., Persello, C., Pfeffer, K., Sliuzas, R. & Rao, V., 1 May 2019, 2019 Joint Urban Remote Sensing Event, JURSE 2019. IEEE, p. 1-4 4 p. 8809066. (2019 Joint Urban Remote Sensing Event, JURSE 2019).

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

slum
Remote sensing
estimates
Unmanned aerial vehicles (UAV)
remote sensing
1 Citation (Scopus)
8 Downloads (Pure)

Evaluation of ForestPA for VHR RS image classification using spectral and superpixel-guided morphological profiles

Samat, A., Liu, S., Persello, C., Li, E., Miao, Z. & Abuduwaili, J., 1 Jan 2019, In : European journal of remote sensing. 52, 1, p. 107-121 15 p.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
File
Image classification
Remote Sensing Image
Image Classification
image classification
Remote sensing
7 Downloads (Pure)

Identifying a Slums’ Degree of Deprivation from VHR Images Using Convolutional Neural Networks

Ajami, A., Kuffer, M., Persello, C. & Pfeffer, K., 29 May 2019, In : Remote sensing. 11, 11, p. 1-24 24 p., 1282.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
File
image resolution
learning
multiple use
correspondence analysis
integrated approach
2 Downloads (Pure)

Prospects for global monitoring of the SDG SLUM indicator with earth observation: powerpoint

Sliuzas, R. V., Kuffer, M., Wang, J., Nagenborg, M. H., Pfeffer, K., Kohli, D. & Persello, C., 30 Jan 2019, p. s1-s41. 41 p.

Research output: Contribution to conferenceOtherOther research output

2 Citations (Scopus)
8 Downloads (Pure)

Rapid prediction of the magnitude scale of landslide events triggered by an earthquake

Tanyaş, H., van Westen, C. J., Persello, C. & Alvioli, M., 1 Apr 2019, In : Landslides. 16, 4, p. 661-676 16 p.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
File
Landslides
landslide
Earthquakes
earthquake
prediction
2018
8 Citations (Scopus)
1 Downloads (Pure)

A deep learning approach to DTM extraction from imagery using rule-based training labels

Gevaert, C. M., Persello, C., Nex, F. & Vosselman, G., 1 Aug 2018, In : ISPRS journal of photogrammetry and remote sensing. 142, p. 106-123 18 p.

Research output: Contribution to journalArticleAcademicpeer-review

digital terrain model
imagery
learning
Labels
education
3 Citations (Scopus)

Classification of VHR Multispectral Images Using ExtraTrees and Maximally Stable Extremal Region-Guided Morphological Profile

Samat, A., Persello, C., Liu, S., Li, E., Miao, Z. & Abuduwaili, J., 1 Sep 2018, In : IEEE Journal of selected topics in applied earth observations and remote sensing. 11, 9, p. 3179-3195 17 p., 8353860.

Research output: Contribution to journalArticleAcademicpeer-review

multispectral image
Decision trees
Pixels
pixel
Image resolution

Context-Based Filtering of Noisy Labels for Automatic Basemap Updating From UAV Data

Gevaert, C. M., Persello, C., Oude Elberink, S. J., Vosselman, G. & Sliuzas, R. V., Aug 2018, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. 8 ed. Vol. 11. p. 1-11 11 p. (IEEE Journal of selected topics in applied earth observations and remote sensing).

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

image classification
spatial data
imagery
method
vehicle
6 Citations (Scopus)
17 Downloads (Pure)

Evaluating the Societal Impact of Using Drones to Support Urban Upgrading Projects

Gevaert, C. M., Sliuzas, R. V., Persello, C. & Vosselman, G., 10 Mar 2018, In : ISPRS international journal of geo-information. 7, 3, p. 1-15 15 p., 91.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
File
Unmanned aerial vehicles (UAV)
informal settlement
privacy
data security
citizens' participation

Fully Convolutional Networks for Ground Classification from Airborne Laser Scanner data

Rizaldy, A., Persello, C., Gevaert, C. M., Oude Elberink, S. J. & Vosselman, G., 28 Nov 2018, p. 5. 1 p.

Research output: Contribution to conferenceAbstractOther research output

scanner
laser
image classification
pixel
software
10 Citations (Scopus)

Fully Convolutional Networks for Ground Classification from LiDAR Point Clouds

Rizaldi, A., Persello, C., Gevaert, C. M. & Oude Elberink, S. J., 4 Jun 2018, 2018 ISPRS TC II Mid-term Symposium “Towards Photogrammetry 2020”, 4–7 June 2018, Riva del Garda, Italy. Riva Del Garda: International Society for Photogrammetry and Remote Sensing (ISPRS), p. 231-238 8 p. (ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences; vol. IV-2).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademicpeer-review

Image classification
Neural networks
Pixels
Deep learning
2 Citations (Scopus)
4 Downloads (Pure)

Fully Convolutional Networks for Multi-temporal SAR Image Classification

Mullissa, A. G., Persello, C. & Tolpekin, V. A., 5 Nov 2018, IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium. IEEE, p. 6635-3338 4 p. 8518780

Research output: Chapter in Book/Report/Conference proceedingChapterAcademicpeer-review

Image classification
image classification
speckle
synthetic aperture radar
Speckle
1 Downloads (Pure)

FuseNet: End-to-end multispectral VHR image fusion and classification

Bergado, J. R., Persello, C. & Stein, A., 31 Oct 2018, 2018 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2018 - Proceedings. IEEE, Vol. 2018-July. p. 2091-2094 4 p. 8519214

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Image fusion
Image classification
image resolution
Image resolution
Processing
6 Citations (Scopus)
33 Downloads (Pure)

Ground and Multi-Class Classification of Airborne Laser Scanner Point Clouds Using Fully Convolutional Networks

Rizaldy, A., Persello, C., Gevaert, C. M., Oude Elberink, S. J. & Vosselman, G., 1 Nov 2018, In : Remote sensing. 10, 11, p. 1-27 27 p., 1723.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
File
scanner
laser
photogrammetry
pixel
filter
8 Citations (Scopus)
53 Downloads (Pure)

Machine Learning-Based Slum Mapping in Support of Slum Upgrading Programs: The Case of Bandung City, Indonesia

Leonita, G., Kuffer, M., Sliuzas, R. V. & Persello, C., 1 Oct 2018, In : Remote sensing. 10, 10, p. 1-26 26 p., 1522.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
File
stakeholder
remote sensing
programme
machine learning
city
11 Citations (Scopus)
4 Downloads (Pure)

Recurrent Multiresolution Convolutional Networks for VHR Image Classification

Bergado, J. R., Persello, C. & Stein, A., 1 Nov 2018, In : IEEE transactions on geoscience and remote sensing. 56, 11, p. 6361-6374 14 p., 8388225.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
File
Image classification
image classification
Image fusion
Processing
Photogrammetry
9 Downloads (Pure)

Snow and cloud discrimination using convolutional neural networks

Varshney, D., Gupta, P. K., Persello, C. & Nikam, B. R., 15 Nov 2018, ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences: ISPRS TC V Mid-term Symposium “Geospatial Technology – Pixel to People”. Dehradun, Vol. IV-5. p. 59-63 5 p. (ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademicpeer-review

Open Access
File
snow
Snow
discrimination
Neural networks
Masks
5 Citations (Scopus)
77 Downloads (Pure)

The Scope of Earth-Observation to Improve the Consistency of the SDG Slum Indicator

Kuffer, M., Wang, J., Nagenborg, M., Pfeffer, K., Kohli, D., Sliuzas, R. & Persello, C., 1 Nov 2018, In : ISPRS international journal of geo-information. 7, 11, 28 p., 428.

Research output: Contribution to journalReview articleAcademicpeer-review

Open Access
File
slum
living conditions
Earth (planet)
informal settlement
urban population
38 Downloads (Pure)

Unmanned aerial vehicle mapping for settlement upgrading

Gevaert, C. M. G., 2018, Enschede: University of Twente, Faculty of Geo-Information Science and Earth Observation (ITC). 204 p.

Research output: ThesisPhD Thesis - Research UT, graduation UTAcademic

Open Access
File

Unsupervised semantic change detection in informal settlements using UAV imagery

Gevaert, C. M., Persello, C., Sliuzas, R. V. & Vosselman, G., 29 Nov 2018, p. 1. 1 p.

Research output: Contribution to conferenceAbstractOther research output

informal settlement
imagery
detection method
spatial data
roof
2017

A Deep Learning Approach to DTM Extraction from Imagery Using Rule-Based Training Labels : powerpoint.

Gevaert, C. M., Persello, C., Nex, F. C. & Vosselman, G., 2017, p. 1s-25s. 25 p.

Research output: Contribution to conferenceOtherOther research output

An automated technique for basemap updating using UAV data

Gevaert, C. M., Persello, C., Oude Elberink, S. J., Vosselman, G. & Sliuzas, R. V., 6 Mar 2017, Proceedings of Joint urban remote sensing event (JURSE) 2017, 6-8 March 2017, Dubai, United Arab Emirates. Piscataway: IEEE, p. 1-4 4 p.

Research output: Chapter in Book/Report/Conference proceedingChapterAcademicpeer-review

Automatic Building Extraction from UAV data : poster

Gevaert, C. M., Persello, C., Vosselman, G. & Sliuzas, R. V., 2017. 1 p.

Research output: Contribution to conferencePosterOther research output

2 Citations (Scopus)

Classification of multitemporal SAR images using convolutional neural networks and Markov random fields

Danilla, C., Persello, C., Tolpekin, V. & Bergado, J. R., 1 Jul 2017, 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS): 23-28 Jly 2017, Fort Worth Texas, USA. IEEE, p. 2231-2234 4 p.

Research output: Chapter in Book/Report/Conference proceedingChapterAcademicpeer-review

27 Citations (Scopus)
4 Downloads (Pure)

Deep Fully Convolutional Networks for the Detection of Informal Settlements in VHR Images

Persello, C. & Stein, A., 1 Jan 2017, In : IEEE geoscience and remote sensing letters. 14, 12, p. 2325-2329

Research output: Contribution to journalArticleAcademicpeer-review

informal settlement
image resolution
Image resolution
pixel
Pixels
25 Citations (Scopus)
43 Downloads (Pure)

Detection of Informal Settlements from VHR Images Using Convolutional Neural Networks

Mboga, N., Persello, C., Bergado, J. R. & Stein, A., 2017, In : Remote sensing. 9, 11, 18 p., 1106.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
File
informal settlement
image resolution
QuickBird
resource allocation
sensitivity analysis
1 Citation (Scopus)

Detection of informal settlements from VHR satellite images using convolutional neural networks

Mboga, N., Persello, C., Bergado, J. R. & Stein, A., 1 Jul 2017, 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS): 23-28 July 2017, Fort Worth Texas, USA. IEEE, p. 5169-5172 4 p.

Research output: Chapter in Book/Report/Conference proceedingChapterAcademicpeer-review

28 Citations (Scopus)
1 Downloads (Pure)
4 Citations (Scopus)

Slum mapping : from space to unmanned aerial vehicle based approaches

Sliuzas, R. V., Kuffer, M., Pfeffer, K., Gevaert, C. M. & Persello, C., 6 Mar 2017, Proceedings of Joint urban remote sensing event (JURSE) 2017, 6-8 March 2017, Dubai, United Arab Emirates. Dubai, p. 1-4

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

8 Citations (Scopus)
36 Downloads (Pure)

Supervised and Semi-Supervised Multi-View Canonical Correlation Analysis Ensemble for Heterogeneous Domain Adaptation in Remote Sensing Image Classification

Samat, A., Persello, C., Gamba, P., Liu, S., Abuduwaili, J. & Li, E., 2017, In : Remote sensing. 9, 4, 28 p., 337.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
File
image classification
remote sensing
canonical analysis
multispectral image
analysis
2016
15 Citations (Scopus)

A deep learning approach to the classification of sub-decimetre resolution aerial images

Bergado, J. R., Persello, C. & Gevaert, C., Jul 2016, Proceedings of International Geoscience and Remote Sensing Symposium (IGARSS) : Advancing the understanding of our living planet, 10-15 July 2016, Beijing, China. IEEE, p. 1516-1519

Research output: Chapter in Book/Report/Conference proceedingChapterAcademicpeer-review

7 Citations (Scopus)

Classification of informal settlements through the integration of 2D and 3D features extracted from UAV data

Gevaert, C. M., Persello, C., Sliuzas, R. V. & Vosselman, G., 12 Jul 2016, Proceedings of the XXIII ISPRS Congress : From human history to the future with spatial information, 12-19 July 2016, Prague, Czech Republic. Peer reviewed Annals, Volume III-3, 2016. Halounova, L. & [et al], . (eds.). International Society for Photogrammetry and Remote Sensing (ISPRS), Vol. III-3. p. 317-324 8 p. (ISPRS Annals of Photogrammaetry and Remote Sensing; vol. XLI-B1, no. III-3).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademicpeer-review

Open Access
75 Citations (Scopus)

Domain adaptation for the classification of remote sensing data : an overview of recent advances

Tuia, D., Persello, C. & Bruzzone, L., 2016, In : IEEE geoscience and remote sensing magazine. 4, 2, p. 41-57

Research output: Contribution to journalArticleAcademicpeer-review

Integrating UAV point clouds and imagery : an application for informal settlement mapping : abstract

Gevaert, C. M., Persello, C., Sliuzas, R. V. & Vosselman, G., 30 Nov 2016. 2 p.

Research output: Contribution to conferenceAbstractOther research output

3 Citations (Scopus)

Integration of 2D and 3D features from UAV imagery for informal settlement classification using Multiple Kernel Learning

Gevaert, C. M., Persello, C., Sliuzas, R. V. & Vosselman, G., 2016, Proceedings of International Geoscience and Remote Sensing Symposium (IGARSS) : Advancing the understanding of our living planet, 10-15 July 2016, Beijing, China. Piscataway: IEEE, 2016. Piscataway: IEEE, p. 1508-1511 4 p. (IGARSS; no. 2016).

Research output: Chapter in Book/Report/Conference proceedingChapterAcademicpeer-review

47 Citations (Scopus)

Kernel-based domain-invariant feature selection in hyperspectral images for transfer learning

Persello, C. & Bruzzone, L., 2016, In : IEEE transactions on geoscience and remote sensing. 54, 5, p. 2615-2626

Research output: Contribution to journalArticleAcademicpeer-review

5 Citations (Scopus)

Opportunities for UAV mapping to support unplanned settlement upgrading

Gevaert, C. M., Sliuzas, R. V., Persello, C. & Vosselman, G., 2016, In : Rwanda journal : Series D : Life and natural sciences. 1, SE 2, p. 1-19 19 p., 4.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
13 Citations (Scopus)

Optimizing Multiple Kernel Learning for the classification of UAV data

Gevaert, C. M., Persello, C. & Vosselman, G., 2016, In : Remote sensing. 8, 12, p. 1-22 22 p., 1025.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
learning
informal settlement
heuristics
vehicle
imagery

Two-level active learning method for debris detection using VHR satellite imagery and local aerial surveys

Xu, Z., Persello, C., Li, M., Wu, L. & Wu, P., Jul 2016, Proceedings of International Geoscience and Remote Sensing Symposium (IGARSS) : Advancing the understanding of our living planet, 10-15 July 2016, Beijing, China. IEEE, p. 3070-3073

Research output: Chapter in Book/Report/Conference proceedingChapterAcademicpeer-review

2015

Automatic building extraction from UAV data : poster

Gevaert, C. M., Persello, C., Vosselman, G. & Sliuzas, R. V., 2015. 1 p.

Research output: Contribution to conferencePosterOther research output

Open Access

Informal settlement mapping with UAV : powerpoint

Gevaert, C. M., Sliuzas, R. V., Persello, C. & Vosselman, G., 2015, p. s1-s20. 20 p.

Research output: Contribution to conferenceOtherOther research output

Opportunities for UAV mapping to support unplanned settlement upgrading

Gevaert, C. M., Sliuzas, R. V., Persello, C. & Vosselman, G., 18 Nov 2015, Proceedings of GeoTech Rwanda 2015, 18-20 November 2015, Kigali, Rwanda. p. 1-5 5 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Open Access
2014
86 Citations (Scopus)

Active and semisupervised learning for the classification of remote sensing images

Persello, C. & Bruzzone, L., 2014, In : IEEE transactions on geoscience and remote sensing. 52, 11, p. 6937-6956 20 p., 6780607.

Research output: Contribution to journalArticleAcademicpeer-review

Remote sensing
learning
remote sensing
Support vector machines
Learning algorithms
27 Citations (Scopus)

Cost-sensitive active learning with lookahead: Optimizing field surveys for remote sensing data classification

Persello, C., Boularias, A., Dalponte, M., Gobakken, T., Naesset, E. & Scholkopf, B., 2014, In : IEEE transactions on geoscience and remote sensing. 52, 10, p. 6652-6664 13 p., 6729084.

Research output: Contribution to journalArticleAcademicpeer-review

field survey
Remote sensing
learning
remote sensing
cost
5 Citations (Scopus)

Relevant and invariant feature selection of hyperspectral images for domain generalization

Persello, C. & Bruzzone, L., 4 Nov 2014, International Geoscience and Remote Sensing Symposium (IGARSS). Piscataway, NJ: IEEE, p. 3562-3565 4 p. 6947252. (International Geoscience and Remote Sensing Symposium (IGARSS); vol. 2014).

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

Feature extraction
method
distribution
analysis
preserve