An Efficient Model-Agnostic Approach for Uncertainty Estimation in Data-Restricted Pedometric Applications. - Viacheslav Barkov; Jonas Schmidinger; Robin Gebbers; Martin Atzmueller (ICMLA, 2024)

Mapping Trees Outside Forests Using Semantic Segmentation. - Moritz Lucas; Viacheslav Barkov; Ralf Pecenka; Martin Atzmueller; Björn Waske (IGARSS, 2024)

Precision Liming Soil Datasets (LimeSoDa) Zenodo Repository. - Jonas Schmidinger; Sebastian Vogel; Viacheslav Barkov; A.-D. Pham; Robin Gebbers; Hamed Tavakoli; José Correa; Tibério Tavares Rezende; Patrick Filippi; Edward J. Jones; V. Lukas; Eric Bönecke; et al. (Zenodo, 2025)

LimeSoDa: A Dataset Collection for Benchmarking of Machine Learning Regressors in Digital Soil Mapping. - Jonas Schmidinger; Sebastian Vogel; Viacheslav Barkov; A.-D. Pham; Robin Gebbers; Hamed Tavakoli; José Correa; Tibério Tavares Rezende; Patrick Filippi; Edward J. Jones; V. Lukas; Eric Bönecke; et al. (CoRR, 2025)

Modern Neural Networks for Small Tabular Datasets: The New Default for Field-Scale Digital Soil Mapping? - Viacheslav Barkov; Jonas Schmidinger; Robin Gebbers; Martin Atzmueller (CoRR, 2025)