Published August 28, 2026 | Version v1

Pathfinder superplots

Authors/Creators

Description

This Zenodo repository accompanies the "PathFinder superplots" data paper. The data paper should be referred to for a comprehensive description of the available data and measurement protocols. These superplotsplots were collected with the intent to support harmonised, transparent, and partly automated forest in-situ data collection across European forest.

The work focuses on combining traditional forest field measurements with mobile laser scanning (MLS) and monitoring tools for traditional forest inventory and biodiveristy indicators (structure, deadwood, regeneration).

The protocol supports the collection of tree-level variables such as diameter at breast height, tree height, tree species, tree position, regeneration, deadwood, and canopy structure. These data are intended to improve forest monitoring and provide high-quality in-situ reference information for Earth observation calibration and validation.

Field measurements were conducted during 2023–2024 in 27 superplots distributed across Norway, Spain, Slovenia, Germany, Italy, and Switzerland, covering 13 of the 14 European Forest Categories. In total, the campaign measured 3,686 trees across 45 species, together with regeneration, deadwood, MLS point clouds, and, in selected countries, biodiversity data from bioacoustics 🐦 and camera traps 🦌.

The MLS data are georeferenced and further processed with some of the stae-of-the-art AI models for forest computer 3D vision, including the instance and semantic segmentation using ForAInet (Xiang et al. 2024), classified according to species using DetailView (Puliti et al. 2025) and with DBH measured using TreeDetector (Rehush et al. 2023).

🌍 Countries and 🌲🌳 forest types covered

Country No. of plots EU forest types covered
🇳🇴 Norway 6

1.2 Pine and pine-birch boreal forest;

2.1 Hemiboreal forest;

11.1 Conifer dominated or mixed mire forest;

12.1 Riparian forest;

13.3 Boreal birch forest

🇪🇸 Spain 5

8.3 Pyrenean oak forest;

9.1 Mediterranean evergreen oak forest;

10.1 Mediterranean pine forest;

10.4 Mediterranean and Anatolian Scots pine forest;

14.2 Plantations of not-site-native species and self-sown exotic forest

🇸🇮 Slovenia 5

3.2 Subalpine and mountainous spruce / mixed spruce–silver fir forest;

7.2 Central European mountainous beech forest;

7.4 Illyrian mountainous beech forest; 10.1 Mediterranean pine forest;

12.2 Fluvial forest

🇩🇪 Germany 4

6.1 Lowland beech forest of southern Scandinavia and north-central Europe;

6.4 Central European submountainous beech forest;

14.1 Plantations of site-native species

🇨🇭 Switzerland 5

3.2 Subalpine and mountainous spruce / mixed spruce–silver fir forest;

5.3 Ashwood and oak-ash forest;

6.4 Central European submountainous beech forest;

7.2 Central European mountainous beech forest

Italy 2

10.8 Cypress forest
14.2 Plantations of non-site-native species and self-sown exotic forest

 

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Additional details

Funding

European Commission
PathFinder - Towards an Integrated Consistent European LULUCF Monitoring and Policy Pathway Assessment Framework. 101056907

Dates

Available
2026-06-10