• 1302 Citations
  • 17 h-Index
20072020

Research output per year

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Research Output

2020

Delineation of Agricultural Field Boundaries from Sentinel-2 Images Using a Novel Super-Resolution Contour Detector Based on Fully Convolutional Networks

Masourd, K. M., Persello, C. & Tolpekin, V. A., 2020, In : Remote sensing. 12, 1, p. 1-16 16 p., 59.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
File
1 Citation (Scopus)
80 Downloads (Pure)
Open Access
File
31 Downloads (Pure)
2019

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
1 Citation (Scopus)
78 Downloads (Pure)

Deep Convolutional Networks for Cloud Detection Using Resourcesat-2 Data

Varshney, D., Gupta, P. K., Persello, C. & Nikam, B. R., Jul 2019, 2019 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2019 - Proceedings. Yokohama: IEEE, p. 9851-9854 4 p. 8898628. (International Geoscience and Remote Sensing Symposium (IGARSS)).

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

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
6 Citations (Scopus)

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
9 Citations (Scopus)
143 Downloads (Pure)

Detecting building changes between airborne laser scanning and photogrammetric data

Zhang, Z., Vosselman, G., Gerke, M., Persello, C., Tuia, D. & Yang, M. Y., 18 Oct 2019, In : Remote sensing. 11, 20, p. 1-17 17 p., 2417.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
File
3 Citations (Scopus)
13 Downloads (Pure)

Detection of informal graveyards in lima using fully convolutional network with VHR images

Debray, H., Kuffer, M., Persello, C., Klaufus, C. & Pfeffer, K., 24 May 2019, 2019 Joint Urban Remote Sensing Event, JURSE 2019. IEEE, p. 1-4 4 p. 8808983. (2019 Joint Urban Remote Sensing Event, JURSE 2019).

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

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

1 Citation (Scopus)

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
2 Citations (Scopus)
26 Downloads (Pure)

Extracting cadastral boundaries from uav images using fully convolutional networks

Xia, X., Koeva, M. N. & Persello, C., Nov 2019, IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium. Yokohama: IEEE, p. 2455-2458 4 p.

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

1 Citation (Scopus)

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
6 Citations (Scopus)
47 Downloads (Pure)

PolSARNet: A Deep Fully Convolutional Network for Polarimetric SAR Image Classification

Mullissa, A. G., Persello, C. & Stein, A., Dec 2019, In : IEEE Journal of selected topics in applied earth observations and remote sensing. 12, 12, p. 5300-5309 10 p., 8936481.

Research output: Contribution to journalArticleAcademicpeer-review

4 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
5 Citations (Scopus)
27 Downloads (Pure)

The temporal dynamics of slums employing a CNN-based change detection approach

Liu, R., Kuffer, M. & Persello, C., 29 Nov 2019, In : Remote sensing. 11, 23, p. 1-21 21 p., 2844.

Research output: Contribution to journalArticleAcademicpeer-review

Open Access
File
5 Citations (Scopus)
19 Downloads (Pure)

Towards automated delineation of smallholder farm fields from VHR images using convolutional networks

Persello, C., Tolpekin, V., Bergado, J. R. & De By, R. A., Jul 2019, 2019 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2019 - Proceedings. Yokohama: IEEE, p. 3836-3839 4 p. 8897979. (International Geoscience and Remote Sensing Symposium (IGARSS)).

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

2018

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

15 Citations (Scopus)
3 Downloads (Pure)

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

5 Citations (Scopus)

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

3 Citations (Scopus)
1 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
7 Citations (Scopus)
33 Downloads (Pure)

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 conferenceAbstract

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. 2 ed. Riva Del Garda: International Society for Photogrammetry and Remote Sensing (ISPRS), Vol. 4. 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

Open Access
File
19 Citations (Scopus)
72 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

6 Citations (Scopus)
4 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

1 Citation (Scopus)
1 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
10 Citations (Scopus)
59 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
15 Citations (Scopus)
105 Downloads (Pure)

Onbemande luchtvaartuigen om sloppenwijken in kaart te brengen: theoretische ontwikkelingen en praktische toepassingen

Translated title of the contribution: UAVs to map informal settlements: theoretical developments and practical applicationsGevaert, C. M., Vosselman, G., Persello, C. & Sliuzas, R. V., Dec 2018, In : Geo-info. 6, p. 42-43 2 p.

Research output: Contribution to journalArticleAcademic

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
21 Citations (Scopus)
21 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
24 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
11 Citations (Scopus)
166 Downloads (Pure)

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 conferencePoster

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

4 Citations (Scopus)

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

45 Citations (Scopus)
5 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
37 Citations (Scopus)
64 Downloads (Pure)

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

2 Citations (Scopus)
33 Citations (Scopus)
1 Downloads (Pure)

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

4 Citations (Scopus)

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
11 Citations (Scopus)
52 Downloads (Pure)
2016

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

18 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
7 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

123 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

3 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

58 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
6 Citations (Scopus)