Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-04T17:02:57.190310Z
Paper Citation Record · LEDGER
As of 10 August 2026, this Paper Citation Record lists 64 of 64 outbound references and 0 inbound Pith citation observations for arXiv:2509.11201.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-04T17:02:57.190310Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
64 of 64 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 4e6fa8b6-95e3-45a3-b14e-b9ad70d61f70 · outbound
Scaling Up Forest Vision with Synthetic Data The future of tropical forests under the united nations sustainable development goals
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5b26f4f2-74a5-4ba1-b801-bea0000e2627 · outbound
Scaling Up Forest Vision with Synthetic Data The shape of trees: Reimagining forest ecology in three dimensions with remote sensing
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b4d34eb8-cc4d-4c2d-8ab4-06721f9e252d · outbound
Scaling Up Forest Vision with Synthetic Data Close-range remote sensing of forests: The state of the art, challenges, and opportunities for systems and data acquisitions
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bfd9ea6a-9b23-4f44-9de9-dc0303bc4e84 · outbound
Scaling Up Forest Vision with Synthetic Data The global ecosystem dynamics investigation: High-resolution laser ranging of the earth’s forests and topography
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5d5e864d-424d-415d-a512-ab1dfec1161d · outbound
Scaling Up Forest Vision with Synthetic Data Global canopy height regression and uncertainty estimation from gedi lidar waveforms with deep ensembles
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 63dd13d9-154f-4f81-bacd-998cc2aac57c · outbound
Scaling Up Forest Vision with Synthetic Data Area-based vs tree-centric approaches to mapping forest carbon in southeast asian forests from airborne laser scanning data
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e17d2c3d-7af8-4398-8982-285ba6eb4864 · outbound
Scaling Up Forest Vision with Synthetic Data Benchmarking tree species classification from proximally-sensed laser scanning data: introducing the FOR-species20K dataset
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4e17c7d3-89ee-4195-b0d3-3cb7da2bbcfa · outbound
Scaling Up Forest Vision with Synthetic Data Monitoring ash dieback (hymenoscyphus fraxineus) in british forests using hyperspectral remote sensing
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ec6ccc53-0125-4859-a02a-43b95bbdf9b3 · outbound
Scaling Up Forest Vision with Synthetic Data o r \"a l \
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 653c6f6a-a7ab-4619-91eb-7914d1fcc546 · outbound
Scaling Up Forest Vision with Synthetic Data Towards a worldwide wood economics spectrum
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b2a7acc1-4b35-4243-9684-042b2abb3dd6 · outbound
Scaling Up Forest Vision with Synthetic Data Crown plasticity and competition for canopy space: a new spatially implicit model parameterized for 250 north american tree species
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 148070e6-dece-4dba-9646-afa6c133aaa7 · outbound
Scaling Up Forest Vision with Synthetic Data Global atmospheric methane uptake by upland tree woody surfaces
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 83d80b45-177b-4139-8f13-a97e1b520167 · outbound
Scaling Up Forest Vision with Synthetic Data Instance segmentation of individual tree crowns with yolov5: A comparison of approaches using the forinstance benchmark lidar dataset
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aa48f2a1-9eb6-41d1-a3a0-7294a29728d1 · outbound
Scaling Up Forest Vision with Synthetic Data Accurate tropical forest individual tree crown delineation from aerial rgb imagery using mask r-cnn
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cfadf3e2-653d-4980-86a7-a8a6c00b107c · outbound
Scaling Up Forest Vision with Synthetic Data Point2tree (p2t)—framework for parameter tuning of semantic and instance segmentation used with mobile laser scanning data in coniferous forest
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e94bb428-574d-4ca9-8c49-7fe7238efd7f · outbound
Scaling Up Forest Vision with Synthetic Data Automated forest inventory: analysis of high-density airborne lidar point clouds with 3d deep learning
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e7209632-1bc0-43a3-9ea8-3393a1a7558a · outbound
Scaling Up Forest Vision with Synthetic Data SegmentAnyTree: A sensor and platform agnostic deep learning model for tree segmentation using laser scanning data
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 83e20919-5363-493c-aec7-9a9898f183b0 · outbound
Scaling Up Forest Vision with Synthetic Data The bitter lesson
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 003db79a-8ebb-4af5-8ee1-ea226689583e · outbound
Scaling Up Forest Vision with Synthetic Data a fer, Lukas Winiwarter, Nina Kra s ovec, Fabian E Fassnacht, and Bernhard H \
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 69b4d991-50c3-4a0b-8794-c7be6f020fbb · outbound
Scaling Up Forest Vision with Synthetic Data Laser scanning reveals potential underestimation of biomass carbon in temperate forest
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 41cc7c65-2632-4331-9824-639c6377ce52 · outbound
Scaling Up Forest Vision with Synthetic Data FOR-instance: a UAV laser scanning benchmark dataset for semantic and instance segmentation of individual trees
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3ece7445-893b-4ab9-b77f-02185ea6d55d · outbound
Scaling Up Forest Vision with Synthetic Data Dataset meta-level and statistical features affect machine learning performance
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0b24d197-43ce-4313-a65f-3a7e075dacb0 · outbound
Scaling Up Forest Vision with Synthetic Data Real-time human pose recognition in parts from single depth images
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9ba6f71b-44e7-472a-8f1f-8b670630cc95 · outbound
Scaling Up Forest Vision with Synthetic Data HAAR: Text-Conditioned Generative Model of 3D Strand-based Human Hairstyles
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 14e5a76b-40c1-4c59-8885-5b6299951840 · outbound
Scaling Up Forest Vision with Synthetic Data Virtual worlds as proxy for multi-object tracking analysis
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b9fa12f3-3c61-4438-ac48-d046fa90e3a7 · outbound
Scaling Up Forest Vision with Synthetic Data Hypersim: A photorealistic synthetic dataset for holistic indoor scene understanding
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 774f4c86-28b3-40e4-983b-043fd29db4c3 · outbound
Scaling Up Forest Vision with Synthetic Data Synthetic datasets for autonomous driving: A survey
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 683572cc-573a-4af9-992b-b18269ff14da · outbound
Scaling Up Forest Vision with Synthetic Data Unreal engine environment generation (pcg): a comparative overview of existing tools
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 69bb31d8-8fbf-4905-b563-f28099df1050 · outbound
Scaling Up Forest Vision with Synthetic Data Tree detection and diameter estimation based on deep learning
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 43cbb650-c535-415f-b5a3-1164faa91af2 · outbound
Scaling Up Forest Vision with Synthetic Data M2fNet: Multi-modal Forest Monitoring Network on Large-scale Virtual Dataset
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 16a87781-f0b4-4945-bd59-c9f42cb469ce · outbound
Scaling Up Forest Vision with Synthetic Data Spread: A large-scale, high-fidelity synthetic dataset for multiple forest vision tasks
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f3e4a13f-0602-4e45-b88d-f11b4ffac87e · outbound
Scaling Up Forest Vision with Synthetic Data Infinite nature: Perpetual view generation of natural scenes from a single image
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 25ac3c89-c60a-40c1-bf6a-d45e2ec3be3d · outbound
Scaling Up Forest Vision with Synthetic Data Virtual laser scanning with helios++: A novel take on ray tracing-based simulation of topographic full-waveform 3d laser scanning
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 557dd9aa-85ba-4798-a604-012b2f8f968e · outbound
Scaling Up Forest Vision with Synthetic Data Unsupervised semantic and instance segmentation of forest point clouds
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 24c2a9c3-4476-4501-a2db-1ed752183e54 · outbound
Scaling Up Forest Vision with Synthetic Data Domain adaptation of deep neural networks for tree part segmentation using synthetic forest trees
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1d038b9f-c342-494a-9cd5-86c16c6ded7b · outbound
Scaling Up Forest Vision with Synthetic Data Domain randomization for transferring deep neural networks from simulation to the real world
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7fc705d9-2cf7-40dd-aad8-904c167c46a2 · outbound
Scaling Up Forest Vision with Synthetic Data Structured domain randomization: Bridging the reality gap by context-aware synthetic data
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e92ccb03-3c44-4e23-89af-2e1b61f79aaf · outbound
Scaling Up Forest Vision with Synthetic Data Model-agnostic meta-learning for fast adaptation of deep networks
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5e0710ec-873c-4e28-83a7-c4e53c34664b · outbound
Scaling Up Forest Vision with Synthetic Data Advancing the Understanding of Fine-Grained 3D Forest Structures using Digital Cousins and Simulation-to-Reality: Methods and Datasets
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7d4067f7-df53-46b9-b693-fa745971b5eb · outbound
Scaling Up Forest Vision with Synthetic Data A high-resolution canopy height model of the earth
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fa6e7600-57f9-4465-a121-f8800e8b5cb3 · outbound
Scaling Up Forest Vision with Synthetic Data 3d modeling and reconstruction of plants and trees: A cross-cutting review across computer graphics, vision, and plant phenotyping
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6be0f3d6-f744-4d5a-a428-3cde9770867c · outbound
Scaling Up Forest Vision with Synthetic Data Enhancing uav--sfm 3d model accuracy in high-relief landscapes by incorporating oblique images
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d8f90230-f71a-4c84-b1ba-7709d8475588 · outbound
Scaling Up Forest Vision with Synthetic Data Technological advances in close range sensors and methodological complexities for measuring forest structure and disturbance
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b94804e4-9ea1-48f2-bf07-a7bd67a7d8e4 · outbound
Scaling Up Forest Vision with Synthetic Data Towards accurate instance segmentation in large-scale LiDAR point clouds
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 59032653-902a-4218-9655-d25b44e5a9e2 · outbound
Scaling Up Forest Vision with Synthetic Data a , Harri Kaartinen, Matti Lehtom \
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8f79756b-24dc-4eff-a6fe-f5dde65d4232 · outbound
Scaling Up Forest Vision with Synthetic Data Large-area virtual forests from terrestrial laser scanning data
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a56110ea-0fdd-48f8-b916-10b4fa7833f3 · outbound
Scaling Up Forest Vision with Synthetic Data Carla: An open urban driving simulator
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7ee131c0-b91c-4ab6-87e9-f153c3ccb9ff · outbound
Scaling Up Forest Vision with Synthetic Data Airsim-w: A simulation environment for wildlife conservation with uavs
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4a9617ce-7a48-48a0-8673-9581b393e820 · outbound
Scaling Up Forest Vision with Synthetic Data Deep learning with simulated laser scanning data for 3d point cloud classification
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1b4327ff-d903-4647-94e8-a9fba3006db4 · outbound
Scaling Up Forest Vision with Synthetic Data a fer, Hannah Weiser, Lukas Winiwarter, Bernhard H \
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 341ec408-c926-49ea-8ee1-ec415202d776 · outbound
Scaling Up Forest Vision with Synthetic Data Implications of 3d forest stand reconstruction methods for radiative transfer modeling: A case study in the temperate deciduous forest
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6c6b7f40-538c-4c9e-8aaf-fba14c224f68 · outbound
Scaling Up Forest Vision with Synthetic Data Essay on the architecture and dynamics of growth of tropical trees
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation febf16c9-ef3c-4902-b3ac-042eba73f1d5 · outbound
Scaling Up Forest Vision with Synthetic Data Forest models defined by field measurements: estimation, error analysis and dynamics
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 21921a28-576e-4aef-afbc-f53c45124e10 · outbound
Scaling Up Forest Vision with Synthetic Data Semantic classification in uncolored 3d point clouds using multiscale features
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9e4508c8-3ca9-4154-954e-5303380aea77 · outbound
Scaling Up Forest Vision with Synthetic Data Pointgroup: Dual-set point grouping for 3d instance segmentation
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c882d66e-6b3c-4dfe-8264-5f367906918b · outbound
Scaling Up Forest Vision with Synthetic Data 4d spatio-temporal convnets: Minkowski convolutional neural networks
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cfdfe82d-e76d-427c-8c8c-10f2919cdb81 · outbound
Scaling Up Forest Vision with Synthetic Data UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be38f0aa-f0f1-4063-9629-77acde12ef22 · outbound
Scaling Up Forest Vision with Synthetic Data 3d gaussian splatting for real-time radiance field rendering
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3f968973-7847-43d9-b380-856a517f2c7a · outbound
Scaling Up Forest Vision with Synthetic Data Towards multimodal open-set domain generalization and adaptation through self-supervision
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 55b707c4-67a0-4100-92be-b4a834c80fbd · outbound
Scaling Up Forest Vision with Synthetic Data Multimodal cross-domain few-shot learning for egocentric action recognition
Reference 60
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2dbeee67-4b3e-45d7-9633-603a7134fac0 · outbound
Scaling Up Forest Vision with Synthetic Data Point transformer v3: Simpler faster stronger
Reference 61
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5777a489-fde0-4a32-860f-164c33ce030d · outbound
Scaling Up Forest Vision with Synthetic Data ForestFormer3D: A Unified Framework for End-to-End Segmentation of Forest LiDAR 3D Point Clouds
Reference 62
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bb911a96-8780-4280-ab81-4976bf8cff90 · outbound
Scaling Up Forest Vision with Synthetic Data Scaling vision transformers
Reference 63
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e868fef5-9aee-4eed-9360-0d35346e58cf · outbound
Scaling Up Forest Vision with Synthetic Data Weighing trees with lasers: advances, challenges and opportunities
Reference 64
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.