There is No Data Like More Data - Current Status of Machine Learning Datasets in Remote Sensing
Titel Konferenzpublikation:
2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS
Konferenztitel:
IEEE International Geoscience and Remote Sensing Symposium (2021, Brüssel)
Tagungsort:
Brüssel
Jahr der Konferenz:
2021
Datum Beginn der Konferenz:
11.07.2021
Datum Ende der Konferenz:
16.07.2021
Jahr:
2021
Seiten von - bis:
1206-1209
Sprache:
Englisch
Abstract:
Annotated datasets have become one of the most crucial preconditions for the development and evaluation of machine learning-based methods designed for the automated interpretation of remote sensing data. In this paper, we review the historic development of such datasets, discuss their features based on a few selected examples, and address open issues for future developments.