Datasets:
| configs: | |
| - config_name: default | |
| data_files: | |
| - split: train | |
| path: data/train-* | |
| dataset_info: | |
| features: | |
| - name: plant_id | |
| dtype: string | |
| - name: points | |
| dtype: | |
| array2_d: | |
| shape: | |
| - -1 | |
| - 3 | |
| dtype: float32 | |
| - name: label | |
| dtype: int64 | |
| splits: | |
| - name: train | |
| num_bytes: 89573571543 | |
| num_examples: 17707 | |
| download_size: 71413931655 | |
| dataset_size: 89573571543 | |
| license: agpl-3.0 | |
| task_categories: | |
| - image-classification | |
| size_categories: | |
| - 10K<n<100K | |
| # For Species 20k Dev Classification | |
| This dataset provides real-world images of diverse tree species collected using point cloud sensors in natural forest environments. It offers a comprehensive visual resource for developing and evaluating computer vision models in ecological and forestry applications. The dataset contains 17,707 images across 33 classes: Abies_alba, Acer_campestre, Acer_pseudoplatanus, Acer_saccharum, Betula_pendula, Carpinus_betulus, Corylus_avellana, Crataegus_monogyna, Eucalyptus_miniata, Euonymus_europaeus, Fagus_sylvatica, Fraxinus_angustifolia, Fraxinus_excelsior, Larix_decidua, Picea_abies, Picea_glauca, Pinus_contorta, Pinus_nigra, Pinus_pinaster, Pinus_radiata, Pinus_resinosa, Pinus_sylvestris, Populus_deltoides, Populus_tremuloides, Prunus_avium, Pseudotsuga_menziesii, Quercus_faginea, Quercus_ilex, Quercus_petraea, Quercus_robur, Quercus_rubra, Tilia_cordata, Ulmus_laevis. | |
| Images per class: | |
| - Abies_alba: 119 | |
| - Acer_campestre: 1,240 | |
| - Acer_pseudoplatanus: 576 | |
| - Acer_saccharum: 110 | |
| - Betula_pendula: 735 | |
| - Carpinus_betulus: 1,243 | |
| - Corylus_avellana: 48 | |
| - Crataegus_monogyna: 229 | |
| - Eucalyptus_miniata: 280 | |
| - Euonymus_europaeus: 104 | |
| - Fagus_sylvatica: 2,482 | |
| - Fraxinus_angustifolia: 107 | |
| - Fraxinus_excelsior: 126 | |
| - Larix_decidua: 94 | |
| - Picea_abies: 1,983 | |
| - Picea_glauca: 164 | |
| - Pinus_contorta: 322 | |
| - Pinus_nigra: 464 | |
| - Pinus_pinaster: 103 | |
| - Pinus_radiata: 97 | |
| - Pinus_resinosa: 168 | |
| - Pinus_sylvestris: 3,296 | |
| - Populus_deltoides: 58 | |
| - Populus_tremuloides: 108 | |
| - Prunus_avium: 42 | |
| - Pseudotsuga_menziesii: 658 | |
| - Quercus_faginea: 1,014 | |
| - Quercus_ilex: 299 | |
| - Quercus_petraea: 361 | |
| - Quercus_robur: 195 | |
| - Quercus_rubra: 160 | |
| - Tilia_cordata: 444 | |
| - Ulmus_laevis: 278 | |
| This dataset is indexed on https://project-agml.github.io/ as part of the AgML python library. | |
| ## Citation | |
| ```bibtex | |
| @article{puliti2025benchmarking, | |
| title={Benchmarking tree species classification from proximally sensed laser scanning data: Introducing the FOR-species20K dataset}, | |
| author={Puliti, Stefano and Lines, Emily R and M{\"u}llerov{\'a}, Jana and Frey, Julian and Schindler, Zoe and Straker, Adrian and Allen, Matthew J and Winiwarter, Lukas and Rehush, Nataliia and Hristova, Hristina and others}, | |
| journal={Methods in Ecology and Evolution}, | |
| volume={16}, | |
| number={4}, | |
| pages={801--818}, | |
| year={2025}, | |
| publisher={Wiley Online Library} | |
| } | |
| ``` | |
| Puliti, S., Lines, E., Müllerová, J., Frey, J., Schindler, Z., Straker, A., Allen, M. J., Lukas, W., Rehush, N., Hristova, H., Murray, B., Calders, K., Terryn, L., Coops, N., Höfle, B., Junttila, S., Krucek, M., Krok, G., Král, K., … Astrup, R. (2024). FOR-species20K dataset [Dataset]. In Puliti, S., Lines, E., Müllerová, J., Frey, J., Schindler, Z., Straker, A., Allen, M.J., Winiwarter, L., Rehush, N., Hristova, H., Murray, B., Calders, K., Terryn, L., Coops, N., Höfle, B., Krůček, M., Krokm, G., Král, K., Luck, L., Levick, S.R., Missarov, A., Mokroš, M., Owen, H., Stereńczak, K., Pitkänen, T.P., Puletti, N., Saarinen, N., Hopkinson, C., Torresan, C., Tomelleri, E., Weiser, H., Junttila, S., and Astrup, R. (2025) Benchmarking tree species classification from proximally-sensed laser scanning data: introducing the FOR-species20K dataset. Methods in Ecology and Evolution, 00, 1–18. https://doi.org/10.1111/2041-210X.14503help (Vol. 00). Zenodo. https://doi.org/10.5281/zenodo.13255198 | |
| *This dataset was reformatted from its original format to match HuggingFace standards.* |