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Research Output 2007 2019

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2019
1 Citation (Scopus)
49 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
2018
10 Citations (Scopus)
3 Downloads (Pure)

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
Image classification
Neural networks
Pixels
Deep learning
3 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
14 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
2017

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

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

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

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
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

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

2013
1 Citation (Scopus)

Optimizing the ground sample collection with cost-sensitive active learning for tree species classification using hyperspectral images

Persello, C., Dalponte, M., Gobakken, T. & Naesset, E., 2013, Proceedings of the IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2013), 21-26 July 2013, Melbourne, Australia. . Washington D.C., USA: IEEE, p. 2091-2094

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

2012

Active learning methods in classification of remote sensing images

Bruzzone, L., Persello, C. & Demir, B., 2012, Signal and image processing for remote sensing, Second edition. Chen, C. H. (ed.). Boca Raton, USA: CRC Press, p. 303-323

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

Interactive domain adaptation technique for the classification of remote sensing images

Persello, C. & Dinuzzo, F., 2012, Proceedings of the IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2012) : Remote sensing for a dynamic earth, 22-27 July 2012, Munich, Germany. . Washington D.C., USA: IEEE, p. 6872-6875

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

2011

Active versus semi-supervised learning paradigm for the classification of remote sensing images

Persello, C. & Bruzzone, L., 2011, Proceedings of : Image and signal processing for remote sensing XVII, 19-21 September 2011, Prague, Czech Republic (Proceedings of SPIE, 8180). Bruzzone, L. (ed.). Bellingham, USA: SPIE, 15 p.

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

21 Citations (Scopus)

A novel active learning strategy for domain adaptation in the classification of remote sensing images

Persello, C. & Bruzzone, L., 2011, Proceedings of the IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2011), 24-29 July 2011, Vancouver, Canada. Washington, D.C. : IEEE, 2011. ISBN: 978-1-4577-1005-6. pp. 3720-3723. Washington D.C., USA: IEEE, p. 3720-3723

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

2010
14 Citations (Scopus)

Recent trends in classification of remote sensing data: active and semisupervised machine learning paradigms

Bruzzone, L. & Persello, C., 2010, IGARSS 2010 : Proceedings of IEEE international Geoscience and Remote Sensing Symposium, 25-30 July 2010, Honolulu, USA. Washington, D.C. : IEEE, 2010. ISBN 978-1-4244-9564-1. pp. 3720-3723. Washington D.C., USA: IEEE, p. 3720-3723

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

2009
14 Citations (Scopus)

Active learning for classification of remote sensing images

Bruzzone, L. & Persello, C., 2009, IGARSS 2009 : Proceedings of the IEEE International Geoscience & Remote Sensing Symposium : Earth observation, origins to applications, July 12-17, 2009, Cape Town, South Africa.. Washington D.C., USA: IEEE, p. III-693 - III-696

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

3 Citations (Scopus)

A novel approach to the selection of spatially invariant features for classification of hyperspectral images

Persello, C. & Bruzzone, L., 2009, IGARSS 2009 : Proceedings of the IEEE International Geoscience & Remote Sensing Symposium : Earth observation, origins to applications, July 12-17, 2009, Cape Town, South Africa. . Washington D.C., USA: IEEE, p. II-61 - II-64

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

8 Citations (Scopus)

Approaches based on support vector machine to classification of remote sensing data

Bruzzone, L. & Persello, C., 2009, Handbook of pattern recognition and computer vision, 4th edition. Chen, C. H. (ed.). Singapore: World Scientific Press, p. 329-352

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

2008

A novel approach to the selection of robust and invariant features for classification of hyperspectral images

Bruzzone, L. & Persello, C., 2008, Proceedings of IGARSS 2008 : International Geoscience and Remote Sensing Symposium : Geoscience and remote sensing, the next generation, 6-11 July 2008 Boston, MA, USA.. Piscataway, USA: IEEE, p. I-66 - I-69

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

10 Citations (Scopus)

A novel protocol for accuracy assessment in classification of very high resolution multispectral and SAR images

Bruzzone, L. & Persello, C., 2008, Proceedings of IGARSS 2008 : International Geoscience and Remote Sensing Symposium : Geoscience and remote sensing, the next generation, 6-11 July 2008 Boston, MA, USA. . Piscataway, USA: IEEE, p. II-265 - II-268

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

2007
5 Citations (Scopus)

Fusion of spectral and spatial information by a novel SVM classification technique

Bruzzone, L., Marconcini, M. & Persello, C., 2007, IGARSS 2007 : Proceedings of the IEEE geoscience and remote sensing symposium : sensing and understanding our planet, 23-28 July, 2007. Barcelona, Spain: IEEE, p. 4838-4841

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