Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T05:59:24.511008Z
Paper Citation Record · LEDGER
As of 19 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 1 inbound Pith citation observation for arXiv:2509.04624.
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 2026-08-05T05:59:24.511008Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-16T00:31:27.329442Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-16T00:31:28.251921Z
41 of 41 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation a857d82a-fe9a-40c0-9895-ab7e24d076d6 · outbound
UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Uav-based traffic analysis: A universal guiding framework based on literature survey,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation f7be4e26-c3ef-4998-9cef-d5473a545c46 · outbound
UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Applications of unmanned aerial vehicle (uav) in road safety, traffic and highway infrastructure management: Recent advances and challenges,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 63152da1-534f-4f3b-93c4-c1be5e1d267e · outbound
UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Urban traffic monitoring and analysis using unmanned aerial vehicles (uavs): A systematic literature review,
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb85af4c-479b-4e4d-a403-fcdc37f82616 · outbound
UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis I-24 motion: An instrument for freeway traffic science,
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4afa3e90-399d-49ea-801d-b53877bf1586 · outbound
UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Intersection monitoring using computer vision techniques for capacity, delay, and safety analysis,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation f6d09293-9258-42da-9b23-8d6ca45eef86 · outbound
UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Unmanned aerial aircraft systems for transportation engineering: Current practice and future challenges,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 77f213bd-f178-4726-ba8d-723bcaf375c9 · outbound
UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Video processing using deep learning techniques: A systematic literature review,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 4de54c67-fa18-455f-9d62-5afcb6854765 · outbound
UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Moving vehicle detection and tracking at roundabouts using deep learning with trajectory union,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 67ad4d47-5bca-4fda-a9f6-c5e7876aba32 · outbound
UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Enabling versatile analysis of large scale traffic video data with deep learning and hiveql,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation b00d34e4-75ab-437f-a600-bcc340b7df2c · outbound
UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Vehicle tracking and speed estimation from traffic videos,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation ccc23997-d320-41c9-a419-0923bd7fd769 · outbound
UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis A vehicle tracking algorithm combining detector and tracker,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation e935b03a-f829-4635-9602-c7f3347d0c18 · outbound
UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Tracking vehicles as groups in airborne videos,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 734c2c25-af06-499f-ac45-4ea2fa2b1df5 · outbound
UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Traffic behavior recognition from traffic videos under occlusion condition: A kalman filter approach,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 98aa69f9-4121-48af-a369-56a4770ce476 · outbound
UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Uav route planning for joint search and track missions—an information-value approach,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 0e9fc443-611f-4d67-bc4d-75639dc0b8ec · outbound
UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis How accurate are small drones for measuring microscopic traffic parameters?
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 2fd58b3f-cba3-4cd6-8993-b99299e88971 · outbound
UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Real-time uav rerouting for traffic monitoring with decomposition based multi-objective optimiza- tion,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation dc181437-9b8e-45ac-ae23-346163d43791 · outbound
UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Real-time and coordi- nated uav path planning for road traffic surveillance: A penalty-based boundary intersection approach,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation e4457d2a-46ef-4b96-9c29-97a510386ae6 · outbound
UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Tracking-based vehicle statistic system with feature selection for traffic investigation and control in normal inter- section scenes,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 55d965a9-4901-40f5-b4c0-cd8c744119d0 · outbound
UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Surveillance from above: A detection-and- prediction based multiple target tracking method on aerial videos,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation c17786c6-f82d-444a-8478-7ff25e0b7c0e · outbound
UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Data association in multiple object tracking: A survey of recent techniques,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 4751de9b-ee74-4f5e-b565-8c1c450a35d3 · outbound
UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Multiple moving object detection from uav videos using trajectories of matched regional adjacency graphs,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 76596129-e742-4347-ad33-f899359507b6 · outbound
UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Advanced framework for microscopic and lane-level macroscopic traffic parameters estimation from uav video,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 90269bac-819c-4b3a-a124-c6bb4538f5c2 · outbound
UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Un- manned aerial vehicle–based traffic analysis: Methodological frame- work for automated multivehicle trajectory extraction,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 3bff5081-7fed-490c-b84e-2a3853254833 · outbound
UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Unmanned aerial vehicle-based traffic analysis: A case study to analyze traffic streams at urban roundabouts,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 54e05d4d-7487-4e2d-b83d-d8af02335c41 · outbound
UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Unmanned aerial vehicle-based traffic analysis: A case study for shockwave identification and flow parameters estimation at signalized intersections,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation c1cafa4f-e01e-4215-a818-97b9a2c4c127 · outbound
UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Visdrone-det2021: The vision meets drone object detection challenge results,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 70628ac5-54f7-40dd-81cf-656bfb9658f0 · outbound
UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis On the new era of urban traffic monitoring with massive drone data: The pneuma large-scale field experiment,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 1f92dd6f-8653-47c3-bd5d-9639f19cbbe7 · outbound
UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Vaid: An aerial image dataset for vehicle detection and classification,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 4fc13d1c-a81e-4def-9a95-80fea37d6f08 · outbound
UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis opendd: A large-scale roundabout drone dataset,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation c471c207-7154-4dc6-82e3-cfebca29ad93 · outbound
UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis The round dataset: A drone dataset of road user trajectories at roundabouts in germany,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation d383dc77-ccb7-4bef-8ca1-9d719df240b3 · outbound
UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Citysim: A drone-based vehicle trajectory dataset for safety-oriented research and digital twins,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation c2fc6eb1-69ab-4cc6-beff-029391d9ba81 · outbound
UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Urban traffic analysis through an uav,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 12b61a4d-2691-4e21-b318-f4f92eb4e94c · outbound
UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Examining the applicability of small quadcopter drone for traffic surveillance and roadway incident monitoring,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 732de48c-f6e2-4fd0-bbed-9aa00436c36a · outbound
UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Automatic vehicle trajectory extraction for traffic analysis from aerial video data,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 0cc0948c-c0ce-4fd1-b12d-f86f9fbc09b2 · outbound
UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Evaluating the accuracy of vehicle tracking data obtained from unmanned aerial vehi- cles,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 9113f2cb-2773-49c3-b93c-d336a4bfa318 · outbound
UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Advances and applications of computer vision techniques in vehicle trajectory generation and surrogate traffic safety indicators,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation ef3259af-97d7-446a-9484-933f1106ecac · outbound
UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Smart traffic monitoring system using unmanned aerial vehicles (uavs),
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation b6a8b4f2-fb99-48a8-9991-8a2e4cf423f9 · outbound
UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Computation rate max- imization in uav-enabled wireless-powered mobile-edge computing systems,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation d2866c0d-077a-44a8-8ffc-86a5266eb841 · outbound
UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Joint communication and control optimization of a uav-assisted multi- vehicle platooning system in uncertain communication environment,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 6e8c9ec0-0176-46f6-93ed-60727a9b2aab · outbound
UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Identifying the threshold discrepancy of rear-end conflicts under clear and rainy weather conditions using trajectory data,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 05198524-41ab-4c79-bd90-e81123bce8a1 · outbound
UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Assessing conflict likelihood and its severity at interconnected intersections: Insights from drone trajectory data,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 7eb40ff3-37a0-452f-bdb1-e2e3a9baebc9 · inbound
Advancing MLLM-based UAV Image Understanding and Reasoning: A Benchmark and a Training-Free Multi-Agent System UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.