SP
Stefano Puliti
cs.CVcs.AIcs.LGq-bio.QMstat.APautomatic detection and classificationcarrion ecologycs.CYcs.ROdeep learning
On Valency
published · living versionsW_xbcpb9k9·v1 · currentpublished
3Dtrees.earth: community research infrastructure for tree and forest analysis using close-range LiDAR data
with Janusch Vajna-Jehle, Kilian Gerberding, Daniel Lusk, Teja Kattenborn +273
1 version
Preprints & journals
19 papers in the corpus · 2018–2026Toward a foundation model for forest point clouds2609.24787v1 · Yuanwen Yue, Stefano Puliti, Damien Robert et al.2026 · 0 citationsarXiv
SegmentAnyTreeV2: Scaling Transformer-Based Tree Instance Segmentation Across Sensors, Platforms, and Forests2606.08206v2 · Maciej Wielgosz, Stefano Puliti, Rasmus Astrup2026 · 0 citationsarXiv
Reconstructing coniferous tree crown shape from incomplete point clouds using deep learning10.64898/2026.01.18.700158v1 · Bornand, A., Abegg, M., Morsdorf, F. et al.2026 · 1 citationbioRxiv
Enhancing Tree Species Classification: Insights from YOLOv8 and Explainable AI Applied to TLS Point Cloud Projections2512.16950v2 · Adrian Straker, Paul Magdon, Marco Zullich et al.2025 · 0 citationsarXiv
ForestFormer3D: A Unified Framework for End-to-End Segmentation of Forest LiDAR 3D Point Clouds2506.16991v2 · Binbin Xiang, Maciej Wielgosz, Stefano Puliti et al.2025 · 13 citationsarXiv
Multispectral airborne laser scanning for tree species classification: a benchmark of machine learning and deep learning algorithms2504.14337v2 · Josef Taher, Eric Hyyppa, Matti Hyyppa et al.2025 · 10 citationsISPRS Journal of Photogrammetry and Remote Sensing, Volume 233, 2026, Pages 278-309
BranchPoseNet: Characterizing tree branching with a deep learning-based pose estimation approach2409.14755v1 · Stefano Puliti, Carolin Fischer, Rasmus Astrup2024 · 1 citationarXiv
Benchmarking tree species classification from proximally-sensed laser scanning data: introducing the FOR-species20K dataset2408.06507v1 · Stefano Puliti, Emily R. Lines, Jana Mullerov'a et al.2024 · 53 citationsarXiv
SegmentAnyTree: A sensor and platform agnostic deep learning model for tree segmentation using laser scanning data2401.15739v1 · Maciej Wielgosz, Stefano Puliti, Binbin Xiang et al.2024 · 126 citationsRemote Sensing of Environment, Volume 313, 2024, 114367, ISSN 0034-4257
Automated forest inventory: analysis of high-density airborne LiDAR point clouds with 3D deep learning2312.15084v2 · Binbin Xiang, Maciej Wielgosz, Theodora Kontogianni et al.2023 · 149 citationsarXiv
FOR-instance: a UAV laser scanning benchmark dataset for semantic and instance segmentation of individual trees2309.01279v1 · Stefano Puliti, Grant Pearse, Peter Surov'y et al.2023 · 31 citationsarXiv
Towards accurate instance segmentation in large-scale LiDAR point clouds2307.02877v1 · Binbin Xiang, Torben Peters, Theodora Kontogianni et al.2023 · 22 citationsarXiv
Point2Tree(P2T) -- framework for parameter tuning of semantic and instance segmentation used with mobile laser scanning data in coniferous forest2305.02651v1 · Maciej Wielgosz, Stefano Puliti, Phil Wilkes et al.2023 · 39 citationsarXiv
AI applications in forest monitoring need remote sensing benchmark datasets2212.09937v1 · Emily R. Lines, Matt Allen, Carlos Cabo et al.2022 · 30 citationsarXiv
Country-wide Retrieval of Forest Structure From Optical and SAR Satellite Imagery With Deep Ensembles2111.13154v3 · Alexander Becker, Stefania Russo, Stefano Puliti et al.2021 · 62 citationsISPRS Journal of Photogrammetry and Remote Sensing, Volume 195, January 2023, Pages 269-286
Above-ground biomass change estimation using national forest inventory data with Sentinel-2 and Landsat 82010.14262v1 · Stefano Puliti, Johannes Breidenbach, Johannes Schumacher et al.2020 · 104 citationsarXiv
National mapping and estimation of forest area by dominant tree species using Sentinel-2 data2004.07503v1 · Johannes Breidenbach, Lars T. Waser, Misganu Debella-Gilo et al.2020 · 81 citationsarXiv
Detection and classification of Root and Butt-Rot (RBR) in Stumps of Norway Spruce Using RGB Images and Machine Learning.30939827 · Ostovar, Ahmad, Talbot, Bruce, Puliti, Stefano et al.2019 · 17 citationsSensors (Basel, Switzerland). 2019;19(7)
Special delivery: scavengers direct seed dispersal towards ungulate carcasses.30111659 · Steyaert, S M J G, Frank, S C, Puliti, S et al.2019 · 25 citationsBiology letters. 2018;14(8)
Career total: 89 works. 19 are in this corpus.
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