Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T14:57:55.658338Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 0 inbound Pith citation observations for arXiv:2507.17219.
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 2026-08-06T14:57:55.658338Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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
59 of 59 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation f8c9115f-3241-44c8-82ae-5cb139fbc134 · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Advanced timber construction industry: A review of 350 multi-storey timber projects from 2000–2021
Reference 1
Source-reported events for the cited work
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Observation cd2f9585-4ed6-46f0-8cd8-47e9502b58b7 · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Review of the charring rates of different timber species
Reference 2
Source-reported events for the cited work
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Observation 759a634b-78c9-4c1e-a1b3-abab0a17d8ce · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Mechanical properties and durability of some selected timber species
Reference 3
Source-reported events for the cited work
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Observation 042066d3-1146-4e0e-9c6a-e3280c69ac2c · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Fracture mechanics in timber engineering–strength analyses of components and joints
Reference 4
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Observation 0878d2c2-deb8-443e-82d0-0a5cf83d5416 · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Timber application in construction industry and its promotion
Reference 5
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Observation df104bb1-a4e2-4eab-b664-47c639b0cad9 · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Assessment of old timber members: Importance of wood species identification and direct tensile test information
Reference 6
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Observation 8081d8ff-16fc-43fd-bd97-79831b58757d · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation An analysis of timber sections and deep learning for wood species classification
Reference 7
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Observation 11956303-4cfa-4188-987f-c2f30918beb9 · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Walter de Gruyter, 2012
Reference 8
Source-reported events for the cited work
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Observation fe740f73-61fc-45de-befb-26a558d0182a · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Forensic timber identification: It’s time to integrate disciplines to combat illegal logging
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1d58b9a3-4e58-4e02-88ab-a7f1cb48f510 · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Machine learning on dynamic graphs: a survey on applications
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation bb76f799-cbc2-440d-a827-8e3c347ab271 · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation A two-dimensional self-coordination mechanism of agents in a minority game
Reference 11
Source-reported events for the cited work
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Observation b213829e-1d32-461f-9bbf-aa118009721a · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Face recognition: A literature survey
Reference 12
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Observation c61c85a9-5cec-4a69-a76e-484a1a6ead9a · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Temporal link prediction using graph embedding dynamics
Reference 13
Source-reported events for the cited work
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Observation dc4fa2e5-828e-4de3-a9c7-b67e5e6c4f59 · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Fruit sorting robot based on color and size for an agricultural product packaging system
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a74cce37-c048-479f-8888-ed9028e83225 · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Functionalized cellulose nanocrystals for enhanced wood protection: Synthesis, characterization, and performance
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 79e464fb-ab9d-484a-bd72-2117e86f9286 · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation The Robustness of Structural Features in Species Interaction Networks
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 82533db2-35be-4709-988c-09257dbcbbc1 · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Computer vision: algorithms and applications
Reference 17
Source-reported events for the cited work
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Observation 07d01cd0-7367-4c34-94e7-4a1463da318c · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Computer vision
Reference 18
Source-reported events for the cited work
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Observation 20c254a2-c092-44da-b5c3-6729c215d600 · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Computer vision
Reference 19
Source-reported events for the cited work
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Observation 198d3a42-fa9b-472d-8414-e93ed4ecc0db · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Deep learning for computer vision: A brief review
Reference 20
Source-reported events for the cited work
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Observation e21e542e-67d0-49fb-973d-8a0c5dc2d52a · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Open set recognition of timber species using deep learning for embedded systems
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9d3e5b00-ca0a-42e5-9314-0ec024bc78fc · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Timber identification based on the grain structure using learning algorithms
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ba9aa903-8c54-4195-ba01-c619525b1e9d · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation A sawn timber tree species recognition method based on am-sppresnet
Reference 23
Source-reported events for the cited work
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Observation 7c974cfa-a230-4a1b-9d00-b6edee8b2d83 · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation YOLOv1 to YOLOv10: A comprehensive review of YOLO variants and their application in the agricultural domain
Reference 24
Source-reported events for the cited work
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Observation fad7f8c2-720d-4c45-8a94-aea3715cdead · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Ap- plication of machine-learning methods in forest ecology: recent progress and future challenges
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 24b15fe7-21b6-408b-9020-eee2cb79e386 · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Comparison of machine learning algorithms for forest parameter estimations and application for forest quality assessments
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7d8a2afd-9809-4f53-8562-30d0f7b9201d · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation A brief review of machine learning algorithms in forest fires science
Reference 27
Source-reported events for the cited work
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Observation df9b6e6a-d318-45b9-8d88-b78d5ef1e998 · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Machine learning assisted remote forestry health assessment: a comprehensive state of the art review
Reference 28
Source-reported events for the cited work
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Observation 69fe6cf1-080c-49cd-8968-fdfa2961ed7e · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Classification of thermally treated wood using machine learning techniques
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 67770f0b-4584-46b5-b120-23ee87de378d · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Wood anatomy and classification of the myrtales
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation bf9e9684-4d38-4d89-a597-edd428a04f17 · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Leaf and wood classification framework for terrestrial lidar point clouds.Methods in Ecology and Evolution, 10(5):680–694, 2019
Reference 31
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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ef48049b-c99d-46dc-a320-a2e63f0694b2 · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Comparison of wood classification using machine learning
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 66a1356e-f701-496f-adfe-a7ee69e2a890 · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Deep learning for use in lumber classification tasks
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7cac7d1a-f8a1-42a2-9fd7-6d7d9036b92e · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Cost and productivity impacts of product sorting on conventional ground-based timber harvesting operations
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3b03c7e2-785c-43ca-8464-0c28bde65a24 · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Stand, stem and log segregation based on wood properties: a review
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8081cbfb-53f8-4d9b-884f-cec40da44007 · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Analysis of modern wood processing techniques in timber terminals
Reference 36
Source-reported events for the cited work
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Observation da8c0baa-814e-467b-aa44-f2d203b3e3e3 · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Modeling of the process of collection, sorting and transportation of logging residues at the logging area
Reference 37
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No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 54195de1-f056-44fe-a98f-6baea7c029c1 · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation The effect of log sorting strategy on the forecasted lumber value after sawing pine wood
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e285a8fe-a846-4cb2-ac96-60657d84a7d1 · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Processing and sorting forest residues: Cost, productivity and managerial impacts
Reference 39
Source-reported events for the cited work
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Observation 1af464cc-e364-4f3e-8a92-d169160a4eb1 · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Improved wood species identification based on multi-view imagery of the three anatomical planes
Reference 40
Source-reported events for the cited work
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Observation f23fa327-28cb-4ede-8ecb-ff670fa26bac · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Multiresolution local binary pattern variants based texture feature extraction techniques for efficient classification of microscopic images of hardwood species
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a73ce8de-3b2d-4b77-9166-e9b817280ec9 · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Automatic classification of native wood charcoal
Reference 42
Source-reported events for the cited work
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Observation 7ac61692-8574-4ba5-9c76-923d0745eb49 · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Wood species recognition using glcm and correlation
Reference 43
Source-reported events for the cited work
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Observation df3bdeec-ccca-4038-ad1b-d0fc6002bf0f · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Wood recognition based on grey-level co-occurrence matrix
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1761c489-0f52-4ee9-9106-f06851e58c56 · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation A survey of convolutional neural networks: analysis, applications, and prospects
Reference 45
Source-reported events for the cited work
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Observation e0e9dd73-6bd3-444d-b306-5fb285220eaf · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation An Introduction to Convolutional Neural Networks
Reference 46
Source-reported events for the cited work
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Observation 2f53e71e-4522-4ea0-aceb-3c21239a2a9d · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Tree log identification using convolutional neural networks
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation cdbaf80e-24b2-40bc-ba92-4d511c762592 · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Evaluation of wood species identification using cnn-based networks at different magnifica- tion levels
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8d7db2f1-6f5c-4056-b714-650a70fe817e · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Performance of convolutional neural network (cnn) and performance influencing factors for wood species classification of lepidobalanus growing in korea
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b9d81ca8-bb22-445b-928e-88d8e821e4c7 · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Wood identification based on macroscopic images using deep and transfer learning approaches
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8937ab49-d67c-4256-b866-21e06fadb333 · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Wood species recognition with small data: A deep learning approach
Reference 51
Source-reported events for the cited work
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Observation 417cec2f-d6a2-42d2-a796-a517d4980de4 · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Object detection using yolo: Challenges, architectural successors, datasets and applications
Reference 52
Source-reported events for the cited work
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Observation 03360a2e-2ca1-41f8-9796-8cd88fbd13b5 · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Agricultural object detection with you only look once (yolo) algorithm: A bibliometric and systematic literature review
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 289fc189-b18c-4237-b0ec-92b89591dd9f · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Lidar as a tool for assessing timber assortments: A systematic literature review
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a50e1858-3c81-4c2a-9a0d-771e21c4228c · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Using lidar technology in forestry activities
Reference 55
Source-reported events for the cited work
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Observation 574a023c-c46b-45d8-b06b-32b0822191ec · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation ultralytics/yolov5: v3
Reference 56
Source-reported events for the cited work
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Observation 0f6e409a-1d3e-478a-ae6a-9b427c4b773d · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Instance segmentation for autonomous log grasping in forestry operations
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation eb7a2564-23a3-4aca-b41d-224e653daa40 · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation Transfer learning
Reference 58
Source-reported events for the cited work
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Observation 7cb4203e-8b3d-4a4c-9883-32a842f16535 · outbound
A Low-Cost Machine Learning Approach for Timber Diameter Estimation A survey of transfer learning
Reference 59
Source-reported events for the cited work
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No inbound Pith citation observations are available.