Publications

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2022

Cutchan, Marvin Mc; Giannopoulos, Ioannis

Encoding Geospatial Vector Data for Deep Learning: LULC as a Use Case Journal Article

In: Remote Sensing, vol. 14, no. 12, 2022, ISSN: 2072-4292.

Abstract | Links | BibTeX | Tags: AI, Deep learning, geoinformation, geosemantics, LULC, Volunteered Geographic Information

2021

Cutchan, Marvin Mc; Comber, Alexis J.; Giannopoulos, Ioannis; Canestrini, Manuela

Semantic Boosting: Enhancing Deep Learning Based LULC Classification Journal Article

In: Remote Sensing, vol. 13, no. 16, 2021, ISSN: 2072-4292.

Abstract | Links | BibTeX | Tags: Deep learning, geo-encoding, geosemantics

2020

Cutchan, Marvin Mc; Özdal-Oktay, Simge; Giannopoulos, Ioannis

Semantic-based urban growth prediction Journal Article

In: Transactions in GIS, vol. n/a, no. n/a, 2020.

Abstract | Links | BibTeX | Tags: Deep learning, geosemantics, urban growth

2019

McCutchan, Marvin; Özdal-Oktay, Simge; Giannopoulos, Ioannis

Urban Growth Predictions with Deep Learning and Geosemantics Inproceedings

In: Ehrmann, Katharina; Khosravi, Hamid Reza Mansouri; others, (Ed.): VIENNA Young Scientists Symposium (VSS 2019), pp. 30–31, Book-of-Abstracts.com, Gumpoldskirchen, 2019, ISBN: 978-3-9504017-9-0, (Vortrag: VIENNA Young Scientists Symposium (VSS 2019), Wien; 2019-06-13 -- 2019-06-14).

Abstract | BibTeX | Tags: Deep learning, geosemantics, urban growth