Search Results for author: Ivica Obadic

Found 3 papers, 1 papers with code

Contrastive Pretraining for Visual Concept Explanations of Socioeconomic Outcomes

1 code implementation15 Apr 2024 Ivica Obadic, Alex Levering, Lars Pennig, Dario Oliveira, Diego Marcos, Xiaoxiang Zhu

This improves the model's interpretability as it enables the latent space of the model to associate urban concepts with continuous intervals of socioeconomic outcomes.

Representation Learning

Opening the Black-Box: A Systematic Review on Explainable AI in Remote Sensing

no code implementations21 Feb 2024 Adrian Höhl, Ivica Obadic, Miguel Ángel Fernández Torres, Hiba Najjar, Dario Oliveira, Zeynep Akata, Andreas Dengel, Xiao Xiang Zhu

In recent years, black-box machine learning approaches have become a dominant modeling paradigm for knowledge extraction in Remote Sensing.

Exploring Self-Attention for Crop-type Classification Explainability

no code implementations24 Oct 2022 Ivica Obadic, Ribana Roscher, Dario Augusto Borges Oliveira, Xiao Xiang Zhu

Using explainable machine learning to reveal the inner workings of these models is an important step towards improving stakeholders' trust and efficient agriculture monitoring.

Classification Time Series Analysis +1

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