Search Results for author: Ahmed Emam

Found 2 papers, 0 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

Confident Naturalness Explanation (CNE): A Framework to Explain and Assess Patterns Forming Naturalness

no code implementations15 Nov 2023 Ahmed Emam, Mohamed Farag, Ribana Roscher

This framework combines explainable machine learning and uncertainty quantification to assess and explain naturalness.

Uncertainty Quantification valid

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