Search Results for author: Timo T. Stomberg

Found 3 papers, 2 papers with code

Leveraging Activation Maximization and Generative Adversarial Training to Recognize and Explain Patterns in Natural Areas in Satellite Imagery

no code implementations15 Nov 2023 Ahmed Emam, Timo T. Stomberg, Ribana Roscher

Our proposed framework produces more precise attribution maps pinpointing the designating patterns forming the natural authenticity of protected areas.

valid

MapInWild: A Remote Sensing Dataset to Address the Question What Makes Nature Wild

1 code implementation5 Dec 2022 Burak Ekim, Timo T. Stomberg, Ribana Roscher, Michael Schmitt

Antrophonegic pressure (i. e. human influence) on the environment is one of the largest causes of the loss of biological diversity.

Earth Observation

Exploring Wilderness Characteristics Using Explainable Machine Learning in Satellite Imagery

1 code implementation1 Mar 2022 Timo T. Stomberg, Taylor Stone, Johannes Leonhardt, Immanuel Weber, Ribana Roscher

Occluding certain activations in an interpretable artificial neural network we complete a comprehensive sensitivity analysis regarding wild and anthropogenic characteristics.

BIG-bench Machine Learning

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