14–15 May 2024
FRAUENBAD Heidelberg
Europe/Berlin timezone

Trustworthy Unsupervised ML Model for Drawing Coastlines and Creating Benchmark Dataset

14 May 2024, 10:15
15m
FRAUENBAD Heidelberg

FRAUENBAD Heidelberg

Bergheimer Strasse 45 69115 Heidelberg
Talk Thematic focus: Image Analysis Thematic Session: Image Analysis - part I

Speaker

Chandrabali Karmakar (DLR)

Description

Automatic drawing of coastlines with satellite imagery is a crucial factor in detection coastline shifts due to global climatic changes. On the other hand, unavailability of labelled information poses a challenge. We propose a trustworthy unsupervised AI solution to automatically draw coastlines in the Baltic sea area to create a ‘pre-labelled’ dataset, which clearly delineates the boundary pixels between sea and land. We have applied state-of-the art methods to find the optimal number of clusters to understand the unknown semantic classes in the dataset.

Primary author

Chandrabali Karmakar (DLR)

Presentation materials