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: ๐—•๐—ฒ๐—ป๐—ฐ๐—ต๐—บ๐—ฎ๐—ฟ๐—ธ๐—ถ๐—ป๐—ด ๐—ง๐—ฟ๐—ฒ๐—ฒ ๐—œ๐—ป๐˜€๐˜๐—ฎ๐—ป๐—ฐ๐—ฒ ๐—ฆ๐—ฒ๐—ด๐—บ๐—ฒ๐—ป๐˜๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—”๐—น๐—ด๐—ผ๐—ฟ๐—ถ๐˜๐—ต๐—บ๐˜€: ๐—” ๐—–๐—ผ๐—บ๐—ฝ๐—ฟ๐—ฒ๐—ต๐—ฒ๐—ป๐˜€๐—ถ๐˜ƒ๐—ฒ ๐—˜๐˜ƒ๐—ฎ๐—น๐˜‚๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—ผ๐—ณ ๐—ฃ๐—ฒ๐—ฟ๐—ณ๐—ผ๐—ฟ๐—บ๐—ฎ๐—ป๐—ฐ๐—ฒ ๐—”๐—ฐ๐—ฟ๐—ผ๐˜€๐˜€ ๐——๐—ถ๐˜ƒ๐—ฒ๐—ฟ๐˜€๐—ฒ ๐—Ÿ๐—ถ๐——๐—”๐—ฅ ๐——๐—ฎ๐˜๐—ฎ๐˜€๐—ฒ๐˜๐˜€ ๐—ฎ๐—ป๐—ฑ ๐—™๐—ผ๐—ฟ๐—ฒ๐˜€๐˜ ๐—–๐—ผ๐—ป๐—ฑ๐—ถ๐˜๐—ถ๐—ผ๐—ป๐˜€ 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.