Laboratory of Geo-information Science and Remote Sensing

Research Output

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Conference paper
2020

Automated Processing of Sentinel-2 Products for Time-Series Analysis in Grassland Monitoring

Hardy, T., Franceschini, M. D., Kooistra, L., Novani, M. & Richter, S., 29 Jan 2020, International Symposium on Environmental Software Systems (ISESS 2020): Environmental Software Systems. Data Science in Action. Wageningen: Springer, p. 48-56 ( IFIP Advances in Information and Communication Technology ; vol. 554).

Research output: Chapter in Book/Report/Conference proceedingConference paper

Defining and Classifying Infrastructural Contestation: Towards a Synergy Between Anthropology and Data Science

Giovanopoulos, C., Kallianos, Y., Athanasiadis, I. N. & Dalakoglou, D., 29 Jan 2020, International Symposium on Environmental Software Systems (ISESS 2020): Environmental Software Systems. Data Science in Action. Wageningen: Springer, p. 32-47 (IFIP Advances in Information and Communication Technology ; vol. 554).

Research output: Chapter in Book/Report/Conference proceedingConference paper

Investigation of Common Big Data Analytics and Decision-Making Requirements Across Diverse Precision Agriculture and Livestock Farming Use Cases

Mouzakitis, S., Tsapelas, G., Pelekis, S., Ntanopoulos, S., Askounis, D., Osinga, S. & Athanasiadis, I. N., 29 Jan 2020, International Symposium on Environmental Software Systems (ISESS 2020): Environmental Software Systems. Data Science in Action. Wageningen: Springer, p. 139-150 (IFIP Advances in Information and Communication Technology ; vol. 554).

Research output: Chapter in Book/Report/Conference proceedingConference paper

2019

Adaptive Compression-based Lifelong Learning

Srivastava, S., Berman, M., Blaschko, M. B. & Tuia, D., 2019, Proceedings of the British Machine Vision Conference (BMVC). 13 p.

Research output: Chapter in Book/Report/Conference proceedingConference paper

Open Access

Automatic apple tree blossom estimation from uav rgb imagery

Tubau Comas, A., Valente, J. & Kooistra, L., 4 Jun 2019, ISPRS Geospatial Week 2019, 10–14 June 2019, Enschede, The Netherlands. ISPRS, p. 631-635 5 p. (International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences - ISPRS Archives; vol. XLII-2/W13).

Research output: Chapter in Book/Report/Conference proceedingConference paper

Open Access

Best practices to train deep models on imbalanced datasets—a case study on animal detection in aerial imagery

Kellenberger, B., Marcos, D. & Tuia, D., 1 Jan 2019, Machine Learning and Knowledge Discovery in Databases - European Conference, ECML PKDD 2018, Proceedings. Brefeld, U., Marascu, A., Pinelli, F., Curry, E., MacNamee, B., Hurley, N., Daly, E. & Berlingerio, M. (eds.). Springer Verlag, p. 630-634 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11053 LNAI).

Research output: Chapter in Book/Report/Conference proceedingConference paper

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

Zhang, Z., Vosselman, G., Gerke, M., Persello, C., Tuia, D. & Yang, M. Y., 29 May 2019, ISPRS Geospatial Week 2019, 10–14 June 2019, Enschede, The Netherlands. ISPRS, p. 453-460 8 p. (ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences; vol. IV-2/W5).

Research output: Chapter in Book/Report/Conference proceedingConference paper

Open Access
1 Citation (Scopus)

Comparison of data driven mastitis detection methods

Jensen, D., van der Voort, M., Kamphuis, C., Athanasiadis, I. N., de Vries, A. & Hogeveen, H., Aug 2019, Precision Livestock Farming '19. p. 626-632

Research output: Chapter in Book/Report/Conference proceedingConference paper

Deep learning models to count buildings in high-resolution overhead images

Lobry, S. & Tuia, D., 22 Aug 2019, 2019 Joint Urban Remote Sensing Event, JURSE 2019. Institute of Electrical and Electronics Engineers Inc., 8809058. (Joint Urban Remote Sensing Event (JURSE)).

Research output: Chapter in Book/Report/Conference proceedingConference paper

1 Citation (Scopus)

Detecting Rumex Obtusifolius weed plants in grasslands from UAV RGB imagery using deep learning

Valente, J., Doldersum, M., Roers, C. & Kooistra, L., 29 May 2019, ISPRS Geospatial Week 2019, 10–14 June 2019, Enschede, The Netherlands. ISPRS, p. 179-185 7 p. (ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences; vol. IV-2/W5).

Research output: Chapter in Book/Report/Conference proceedingConference paper

Open Access

Feature filtering and selection for dry matter estimation on perennial ryegrass: A case study of vegetation indices

Alckmin, G. T., Kooistra, L., Lucieer, A. & Rawnsley, R., 4 Jun 2019, ISPRS Geospatial Week 2019, 10–14 June 2019, Enschede, The Netherlands. ISPRS, p. 1827-1831 5 p. (International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences - ISPRS Archives; vol. XLII-2/W13).

Research output: Chapter in Book/Report/Conference proceedingConference paper

Open Access

Interactive Coconut Tree Annotation Using Feature Space Projections

Vargas-Munoz, J. E., Zhou, P., Falcao, A. X. & Tuia, D., 14 Nov 2019, IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium: Proceedings. IEEE, p. 5718-5721

Research output: Chapter in Book/Report/Conference proceedingConference paper

Novelty detection in very high resolution urban scenes with Density Forests

Wendl, C., Marcos, D. & Tuia, D., 22 Aug 2019, 2019 Joint Urban Remote Sensing Event, JURSE 2019. Institute of Electrical and Electronics Engineers Inc., 8808974. (Joint Urban Remote Sensing Event (JURSE)).

Research output: Chapter in Book/Report/Conference proceedingConference paper

Opportunities of uavs in orchard management

Zhang, C., Valente, J., Kooistra, L., Guo, L. & Wang, W., 4 Jun 2019, ISPRS Geospatial Week 2019, 10–14 June 2019, Enschede, The Netherlands. 2/W13 ed. ISPRS, Vol. 42. p. 673-680 8 p. (International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences - ISPRS Archives; vol. XLII-2/W13).

Research output: Chapter in Book/Report/Conference proceedingConference paper

Open Access

Using a data lake in animal sciences

Schokker, D., Athanasiadis, I. N., Visser, B., Veerkamp, R. F. & Kamphuis, C., Aug 2019, Precision Livestock Farming 2019: Papers Presented at the 9th European Conference on Precision Livestock Farming, ECPLF 2019. O'Brien, B., Hennessy, D. & Shalloo, L. (eds.). p. 140-144 5 p. (Precision Livestock Farming 2019 - Papers Presented at the 9th European Conference on Precision Livestock Farming, ECPLF 2019).

Research output: Chapter in Book/Report/Conference proceedingConference paper

Using a data lake stack in Animal Sciences

Schokker, D., Athanasiadis, I. N., Visser, B., Veerkamp, R. F. & Kamphuis, C., Aug 2019, p. 140-144. 5 p.

Research output: Contribution to conferenceConference paperAcademic

Open Access

Visual Question Answering From Remote Sensing Images

Lobry, S., Murray, J., Marcos, D. & Tuia, D., 14 Nov 2019, 2019 IEEE International Geoscience & Remote Sensing Symposium: Proceedings. IEEE, p. 4951-4954

Research output: Chapter in Book/Report/Conference proceedingConference paper

When a Few Clicks Make All the Difference: Improving Weakly-Supervised Wildlife Detection in UAV Images

Kellenberger, B. A., Marcos Gonzalez, D. & Tuia, D., 2019, Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops. Institute of Electrical and Electronics Engineers Inc., 9 p.

Research output: Chapter in Book/Report/Conference proceedingConference paper

Open Access

Zoom In, Zoom Out: Injecting Scale Invariance into Landuse Classification CNNs

Murray, J., Marcos, D. & Tuia, D., 14 Nov 2019, IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium: Proceedings. IEEE, p. 5240-5243

Research output: Chapter in Book/Report/Conference proceedingConference paper

2018

A Deep Network Approach to Multitemporal Cloud Detection

Tuia, D., Kellenberger, B., Perez-suey, A. & Camps-valls, G., 5 Nov 2018, 2018 IEEE International Geoscience & Remote Sensing Symposium Proceedings: Observing, Understanding And Forecasting The Dynamics Of Our Planet. IEEE Xplore, p. 4351-4354

Research output: Chapter in Book/Report/Conference proceedingConference paper

Open Access
2 Citations (Scopus)

BFast Explorer: An effective tool for time series analysis

Almeida, A. E., Menini, N., Verbesselt, J. & De Torres, R. S., 31 Oct 2018, IGARSS 2018 Proceedings - IEEE International Geoscience and Remote Sensing Symposium. Institute of Electrical and Electronics Engineers Inc., Vol. July. p. 4913-4916 8517877

Research output: Chapter in Book/Report/Conference proceedingConference paper

1 Citation (Scopus)

Correcting Misaligned Rural Building Annotations in Open Street Map Using Convolutional Neural Networks Evidence

Vargas-Munoz, J. E., Marcos, D., Lobry, S., dos Santos, J. A., Falcao, A. X. & Tuia, D., 5 Nov 2018, 2018 IEEE International Geoscience & Remote Sensing Symposium Proceedings: Observing, Understanding And Forecasting The Dynamics Of Our Planet. IEEE Xplore, p. 1284-1287

Research output: Chapter in Book/Report/Conference proceedingConference paper

4 Citations (Scopus)

DeepGlobe 2018: A Challenge to Parse the Earth through Satellite Images

Demir, I., Koperski, K., Lindenbaum, D., Pang, G., Huang, J., Basu, S., Hughes, F., Tuia, D. & Raska, R., 2018, Proceedings 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops CVPRW 2018. IEEE, p. 17200-17209

Research output: Chapter in Book/Report/Conference proceedingConference paper

Open Access
52 Citations (Scopus)

DeepJDOT: Deep Joint Distribution Optimal Transport for Unsupervised Domain Adaptation

Damodaran, B. B., Kellenberger, B., Flamary, R., Tuia, D. & Courty, N., 6 Oct 2018, Computer Vision – ECCV 2018 - 15th European Conference, 2018, Proceedings. Springer Verlag, p. 467-483 17 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11208 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference paper

3 Citations (Scopus)

Deep learning based methods for building segmentation from remote sensing data

Lobry, S., Marcos Gonzalez, D., Vargas Munoz, J., Kellenberger, B. A., Srivastava, S. & Tuia, D., 2018. 4 p.

Research output: Contribution to conferenceConference paperAcademic

Detecting Animals in Repeated UAV Image Acquisitions by Matching CNN Activations with Optimal Transport

Kellenberger, B., Marcos, D., Courty, N. & Tuia, D., 5 Nov 2018, 2018 IEEE International Geoscience & Remote Sensing Symposium Proceedings: Observing, Understanding And Forecasting The Dynamics Of Our Planet. IEEE Xplore, p. 3643-3646

Research output: Chapter in Book/Report/Conference proceedingConference paper

Detection of unsigned ephemeral road incidents by visual cues learned from first-on-scene vehicles

Levering, A., Khoshelham, K., Tuia, D. & Tomko, M., 2018, 10th International Conference on Geographic Information Science (GIScience 2018). Winter, S., Griffin, A. & Sester, M. (eds.). Wadern, p. 5-8 (LIPIcs–Leibniz International Proceedings in Informatics; vol. 114).

Research output: Chapter in Book/Report/Conference proceedingConference paper

Open Access

Discovering Temporal Patterns of Air Quality in Different Parts of Europe with Data Driven Feature Extraction

Marinoni, A., Gamba, P., De Vecchi, D. & Tuia, D., 5 Nov 2018, 2018 IEEE International Geoscience & Remote Sensing Symposium Proceedings: Observing, Understanding And Forecasting The Dynamics Of Our Planet. IEEE Xplore, p. 2062-2065

Research output: Chapter in Book/Report/Conference proceedingConference paper

Improving Maps from CNNs Trained with Sparse, Scribbled Ground Truths Using Fully Connected CRFs

Maggiolo, L., Marcos, D., Moser, G. & Tuia, D., 5 Nov 2018, 2018 IEEE International Geoscience & Remote Sensing Symposium Proceedings: Observing, Understanding And Forecasting The Dynamics Of Our Planet. IEEE Xplore, p. 2099-2102

Research output: Chapter in Book/Report/Conference proceedingConference paper

4 Citations (Scopus)

Land-use characterisation using Google Street View pictures and OpenStreetMap

Srivastava, S., Lobry, S., Tuia, D. & Vargas Munoz, J., 2018. 5 p.

Research output: Contribution to conferenceConference paperAcademic

Open Access

Learning Deep Structured Active Contours End-to-End

Marcos, D., Tuia, D., Kellenberger, B., Zhang, L., Bai, M., Liao, R. & Urtasun, R., 14 Dec 2018, Proceedings - 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2018. IEEE computer society, p. 8877-8885 8579023

Research output: Chapter in Book/Report/Conference proceedingConference paper

Open Access
18 Citations (Scopus)

Massively-parallel break detection for satellite data

von Mehren, M., Gieseke, F., Verbesselt, J., Rosca, S., Horion, S. & Zeileis, A., 9 Jul 2018, Proceedings of the 30th International Conference on Scientific and Statistical Database Management. New York: Association for Computing Machinery, Vol. Part F137913. 5

Research output: Chapter in Book/Report/Conference proceedingConference paper

Modelling and mapping urban soils

Stoorvogel, J. J., van Manen, I. & Vasenev, V. I., 2018, Megacities 2050: Environmental Consequences of Urbanization: Proceedings of the VI International Conference on Landscape Architecture to Support City Sustainable Development. Vasenev, V. I., Dovletyarova, E., Chen, Z. & Valentini, R. (eds.). Cham: Springer, p. 36-40 (Springer Geography).

Research output: Chapter in Book/Report/Conference proceedingConference paper

Open Access

Modelling Landsurface Time-Series with Recurrent Neural Nets

Reichstein, M., Besnard, S., Carvalhais, N., Gans, F., Jung, M., Kraft, B. & Mahecha, M., 5 Nov 2018, p. 7640-7643.

Research output: Contribution to conferenceConference paperAcademicpeer-review

2 Citations (Scopus)

Multi-label building functions classification from ground pictures using convolutional neural networks

Srivastava, S., Vargas Muñoz, J. E., Swinkels, D. & Tuia, D., 6 Nov 2018, Proceedings of the 2nd ACM SIGSPATIAL International Workshop on AI for Geographic Knowledge Discovery. New York: ACM, p. 43-46

Research output: Chapter in Book/Report/Conference proceedingConference paper

1 Citation (Scopus)

Scale equivariance in CNNs with vector fields

Marcos Gonzalez, D., Kellenberger, B. A., Lobry, S. & Tuia, D., 31 Jul 2018. 5 p.

Research output: Contribution to conferenceConference paperAcademic

Open Access

Spatial enhancement of MODIS leaf area index using regression analysis with Landsat vegetation index

Ovakoglou, G., Alexandridis, T. K., Clevers, J. G. P. W., Cherif, I., Kasampalis, D. A., Navrozidis, I., Iordanidis, C., Moshou, D., Laneve, G. & Beltran, J. S., 31 Oct 2018, IGARSS 2018 Proceedings - 2018 IEEE International Geoscience and Remote Sensing Symposium. Institute of Electrical and Electronics Engineers Inc., Vol. July. p. 8232-8235 8519387

Research output: Chapter in Book/Report/Conference proceedingConference paper

2 Citations (Scopus)

Speckle reduction in PolSAR by multi-channel variance stabilization and Gaussian denoising: MuLoG

Deledalle, C. A., Denis, L., Tupin, F. & Lobry, S., 16 Aug 2018, EUSAR 2018 - 12th European Conference on Synthetic Aperture Radar, Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 539-543

Research output: Chapter in Book/Report/Conference proceedingConference paper

1 Citation (Scopus)
Open Access
2017

A light-weight hyperspectral mapping system for unmanned aerial vehicles - The first results

Suomalainen, J., Anders, N., Iqbal, S., Franke, J., Wenting, P., Bartholomeus, H., Becker, R. & Kooistra, L., 26 Oct 2017, 5th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, WHISPERS 2013. IEEE computer society, 4 p. 8080721

Research output: Chapter in Book/Report/Conference proceedingConference paper

3 Citations (Scopus)

Combining hyperspectral UAV and multispectral Formosat-2 imagery for precision agriculture applications

Gevaert, C. M., Tang, J., García-Haro, F. J., Suomalainen, J. & Kooistra, L., 26 Oct 2017, 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, WHISPERS 2014. IEEE computer society, 4 p. 8077607

Research output: Chapter in Book/Report/Conference proceedingConference paper

11 Citations (Scopus)

Mapping land-use dynamic in the Vietnamese mekong delta

Le, T. N. & Bregt, A. K., 14 Sep 2017, SGEM2017 Conference Proceedings. SGEM, p. 589-594 (International Multidisciplinary Scientific GeoConference & EXPO SGEM; vol. 17, no. 23).

Research output: Chapter in Book/Report/Conference proceedingConference paper

Object-based random forest classification for mapping floodplain vegetation structure from nation-wide CIR and LiDAR datasets

Kooistra, L., Kuilder, E. T. & Mucher, C. A., 26 Oct 2017, 6th Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, WHISPERS 2014. IEEE computer society, 4 p. 8077590

Research output: Chapter in Book/Report/Conference proceedingConference paper

2 Citations (Scopus)

Opportunities and requirements for implementing an irrigation monitoring and management platform in Costa Rica

de Bruin, S., Aguilar Pereira, J. F., Arce Mesen, R. & Soto Quiros, E., 2017. 4 p.

Research output: Contribution to conferenceConference paperAcademic

Open Access
2016

Assessing water service coverage by placeholders: a social media simulation

Mandara, C. G., van Lammeren, R. J. A. & Niehof, A., 2016. 14 p.

Research output: Contribution to conferenceConference paperAcademicpeer-review

Open Access

Calculating Distribution and Intensity of Agricultural Traffic for Sustainable Development

Hospers, A., Louwsma, M. A., van Lammeren, R. J. A. & Kuiper, P. P., 2016, p. 13.

Research output: Contribution to conferenceConference paperAcademic

Open Access

Mapping disturbance dynamics in wet sclerophyll forests using time series Landsat

Haywood, A., Verbesselt, J. & Baker, P. J., 2016, XXIII ISPRS Congress, Commission VIII. Halounova, L., Šafář, V. & Raju, P. L. N. (eds.). ISPRS, p. 633-641 (The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences; vol. XLI-B8).

Research output: Chapter in Book/Report/Conference proceedingConference paper

6 Citations (Scopus)

New data sources to indicate levels of active citizenship

Rosales Sanchez, C., Craglia, M. & Bregt, A. K., 2016. 10 p.

Research output: Contribution to conferenceConference paperAcademic

Some thoughts on the possible benefits of using VirLaBoK for GI teaching design and locating GI courses

Rip, F. I., 5 Jul 2016, Proceedings GI_Forum 2016, Volume 1. Car, A., Strobl, J., Jekel, T. & Griesebner, G. (eds.). Salzburg: Austrian Academy of Sciences Press, Vol. 1. p. 355-359

Research output: Chapter in Book/Report/Conference proceedingConference paper