8.5.2026 It4Forest enthusiast Stefan Reeder Koithahn presented at #ForestSAT2026 in Gainesville/Florida. The conference offered a deep dive into the frontiers of forest remote sensing and the developments shaping its next generation โ across sensors, scales and methods. New active remote sensing satellite missions such as #NISAR and #BIOMASS, geospatial foundation models such as #AlphaEarthFoundations, LiDAR across scales, data fusion and #GeospatialAI are opening exciting possibilities, while bridging us back to a very familiar but still central question: how do we connect our research back to forest practice and turn these immense and diverse data streams, together with rapidly evolving methods, into reliable and transparent products for operational forestry?

Stefan contributed to this discussion with the presentation: ๐๐ฒ๐ป๐ฐ๐ต๐บ๐ฎ๐ฟ๐ธ๐ถ๐ป๐ด ๐ง๐ฟ๐ฒ๐ฒ ๐๐ป๐๐๐ฎ๐ป๐ฐ๐ฒ ๐ฆ๐ฒ๐ด๐บ๐ฒ๐ป๐๐ฎ๐๐ถ๐ผ๐ป ๐๐น๐ด๐ผ๐ฟ๐ถ๐๐ต๐บ๐: ๐ ๐๐ผ๐บ๐ฝ๐ฟ๐ฒ๐ต๐ฒ๐ป๐๐ถ๐๐ฒ ๐๐๐ฎ๐น๐๐ฎ๐๐ถ๐ผ๐ป ๐ผ๐ณ ๐ฃ๐ฒ๐ฟ๐ณ๐ผ๐ฟ๐บ๐ฎ๐ป๐ฐ๐ฒ ๐๐ฐ๐ฟ๐ผ๐๐ ๐๐ถ๐๐ฒ๐ฟ๐๐ฒ ๐๐ถ๐๐๐ฅ ๐๐ฎ๐๐ฎ๐๐ฒ๐๐ ๐ฎ๐ป๐ฑ ๐๐ผ๐ฟ๐ฒ๐๐ ๐๐ผ๐ป๐ฑ๐ถ๐๐ถ๐ผ๐ป๐ Our main message was simple: as algorithms become more powerful, the benchmark itself becomes part of the method. We evaluated 12 open-source tree instance segmentation methods across 55 plots from 11 public datasets covering ULS, TLS and PLS data. We presented a benchmarking framework based on qualitative descriptors aligned with stand descriptions used in operational forestry. For tree-level point cloud analysis, this connects directly to the broader ForestSAT discussion: if close-range LiDAR for forest inventory, biomass assessment and change detection is to become operational in forestry, we need more than better algorithms. We need a community-based and structure-aware benchmark framework with practice-oriented descriptors, standardized pooling rules and clear support thresholds. The bottleneck is no longer only algorithms. It is also benchmark design.
Many thanks to the #ForestSAT2026 organisers, session chairs, keynote speakers, presenters, poster authors and everyone who made the discussions in Gainesville so engaging โ and of course to the co-authors Josafat-Mattias Burmeister, Andreas Tockner, Markus Engel, Rico Richter, Arne Nothdurft, Jan-Peter Mund and Jรผrgen Dรถllner.