Search Results for author: Ronny Hänsch

Found 5 papers, 1 papers with code

Leveraging Citizen Science for Flood Extent Detection using Machine Learning Benchmark Dataset

no code implementations15 Nov 2023 Muthukumaran Ramasubramanian, Iksha Gurung, Shubhankar Gahlot, Ronny Hänsch, Andrew L. Molthan, Manil Maskey

Specifically, Sentinel-1 C-Band Synthetic Aperture Radar (SAR) imagery has proven to be useful in detecting water bodies due to low backscatter of water features in both co-polarized and cross-polarized SAR imagery.

EOD: The IEEE GRSS Earth Observation Database

no code implementations26 Sep 2022 Michael Schmitt, Pedram Ghamisi, Naoto Yokoya, Ronny Hänsch

In the era of deep learning, annotated datasets have become a crucial asset to the remote sensing community.

Earth Observation

Random Ferns for Semantic Segmentation of PolSAR Images

no code implementations7 Feb 2022 Pengchao Wei, Ronny Hänsch

Random Ferns -- as a less known example of Ensemble Learning -- have been successfully applied in many Computer Vision applications ranging from keypoint matching to object detection.

Ensemble Learning object-detection +2

There is no data like more data -- current status of machine learning datasets in remote sensing

2 code implementations25 May 2021 Michael Schmitt, Seyed Ali Ahmadi, Ronny Hänsch

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.

BIG-bench Machine Learning

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