Christoph Koller

According to our database, Christoph Koller authored at least 8 papers between 2019 and 2024.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2024

Going Beyond One-Hot Encoding in Classification: Can Human Uncertainty Improve Model Performance in Earth Observation?

Christoph Koller, Göran Kauermann, Xiao Xiang Zhu

IEEE Trans. Geosci. Remote. Sens., 2024

Can Land Cover Classification Models Benefit From Distance-Aware Architectures?

Christoph Koller, Peter Jung, Xiao Xiang Zhu

IEEE Geosci. Remote. Sens. Lett., 2024

How Certain are Uncertainty Estimates? Three Novel Earth Observation Datasets for Benchmarking Uncertainty Quantification in Machine Learning.

Yuanyuan Wang, Qian Song, Dawood Wasif, Muhammad Shahzad, Christoph Koller, Jonathan Bamber, Xiao Xiang Zhu

CoRR, 2024

2023

Towards Label Embedding - Measuring classification difficulty.

Katharina Hechinger, Christoph Koller, Xiao Xiang Zhu, Göran Kauermann

CoRR, 2023

Exploring Distance-Aware Uncertainty Quantification for Remote Sensing Image Classification.

Christoph Koller, Peter Jung, Xiao Xiang Zhu

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

2022

Going Beyond One-Hot Encoding in Classification: Can Human Uncertainty Improve Model Performance?

Christoph Koller, Göran Kauermann, Xiao Xiang Zhu

CoRR, 2022

Uncertainty-Guided Representation Learning in Local Climate Zone Classification.

Christoph Koller, Muhammad Shahrad, Xiao Xiang Zhu

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2022

2019

Einsatz von AMS-Daten und mapmap.js zur Erstellung von interaktiven, thematischen Karten am Beispiel des WKO Fachkräfte-Radars / Use of AMS Data and mapmap.js for the Creation of Interactive, Thematic Maps Using the WKO Skilled WorkersRadar as an Example.

Christoph Koller

AGIT Journal Angew. Geoinformatik, 2019