Expertises
Engineering & Materials Science
# Convolutional Neural Networks
# Deep Learning
# Image Classification
# Image Fusion
# Image Resolution
# Land Use
# Satellite Imagery
# Satellites
Verbonden aan
Publicaties
Recent
Bergado, J. R.
, Persello, C., Reinke, K.
, & Stein, A. (2021).
Predicting wildfire burns from big geodata using deep learning.
Safety science,
140, [105276].
https://doi.org/10.1016/j.ssci.2021.105276
Bergado, J. R. (2020).
End-to-end predictive models for remote sensing applications. [PhD Thesis - Research UT, graduation UT, Faculty of Geo-Information Science and Earth Observation, University of Twente]. University of Twente, Faculty of Geo-Information Science and Earth Observation (ITC).
https://doi.org/10.3990/1.9789036550963
Bergado, J. R.
, Persello, C.
, & Stein, A. (2020).
Land use classification using deep multitask networks. In N. Paparoditis, C. Mallet, F. Lafarge, J. Jiang, A. Shaker, H. Zhang, X. Liang, B. Osmanoglu, U. Soergel, E. Honkavaara, M. Scaioni, J. Zhang, A. Peled, L. Wu, R. Li, M. Yoshimura, K. Di, O. Altan, H. M. Abdulmuttalib, & F. S. Faruque (Eds.),
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci (B3 ed., Vol. 43, pp. 17-21). (International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences - ISPRS Archives). International Society for Photogrammetry and Remote Sensing (ISPRS).
https://doi.org/10.5194/isprs-archives-XLIII-B3-2020-17-2020
Persello, C.
, Tolpekin, V.
, Bergado, J. R.
, & De By, R. A. (2019).
Towards automated delineation of smallholder farm fields from VHR images using convolutional networks. In
2019 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2019 - Proceedings (pp. 3836-3839). [8897979] (International Geoscience and Remote Sensing Symposium (IGARSS)). IEEE.
https://doi.org/10.1109/IGARSS.2019.8897979
Persello, C.
, Tolpekin, V. A.
, Bergado, J. R.
, & de By, R. A. (2019).
Delineation of agricultural fields in smallholder farms from satellite images using fully convolutional networks and combinatorial grouping.
Remote sensing of environment,
231, 1-18. [111253].
https://doi.org/10.1016/j.rse.2019.111253
Bergado, J. R.
, Persello, C.
, & Stein, A. (2018).
FuseNet: End-to-end multispectral VHR image fusion and classification. In
2018 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2018 - Proceedings (Vol. 2018-July, pp. 2091-2094). [8519214] IEEE.
https://doi.org/10.1109/IGARSS.2018.8519214
Bergado, J. R.
, Persello, C.
, & Stein, A. (2018).
Recurrent Multiresolution Convolutional Networks for VHR Image Classification.
IEEE transactions on geoscience and remote sensing,
56(11), 6361-6374. [8388225].
https://doi.org/10.1109/TGRS.2018.2837357
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Universiteit Twente
Drienerlolaan 5
7522 NB Enschede
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Universiteit Twente
Postbus 217
7500 AE Enschede