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Paper Citation Record · LEDGER

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis

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.

pith.paper-citation-record.v1
2509.04624 v1

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T05:59:24.511008Z

measured 42 of 42 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T00:31:27.329442Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-16T00:31:28.251921Z

Reference resolution

41 of 41 outbound references displayed

  • verified exact0
  • verified fuzzy39
  • unresolved2
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a857d82a-fe9a-40c0-9895-ab7e24d076d6 · outbound

This paper cites Uav-based traffic analysis: A universal guiding framework based on literature survey,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:25.077718Z

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.

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Observation f7be4e26-c3ef-4998-9cef-d5473a545c46 · outbound

This paper cites Applications of unmanned aerial vehicle (uav) in road safety, traffic and highway infrastructure management: Recent advances and challenges,.

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

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verified fuzzy
raw_fallback, observed 2026-08-05T05:59:25.063468Z

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.

source=pdf_text observed=2026-08-05T05:59:24.356198Z digest=sha256:74c8bb4f5bf4f078a500c93dde3185e3cb34132fbb09c2c1479c31b4e562a339

Observation 63152da1-534f-4f3b-93c4-c1be5e1d267e · outbound

This paper cites Urban traffic monitoring and analysis using unmanned aerial vehicles (uavs): A systematic literature review,.

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

Resolution
unresolved
no resolver link, observed 2026-08-05T05:59:24.360428Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T05:59:24.360428Z digest=sha256:691b7cea7ec5a49f97f6c6d793f8614d335e7194aab032697d512e7ed24f80da

Observation cb85af4c-479b-4e4d-a403-fcdc37f82616 · outbound

This paper cites I-24 motion: An instrument for freeway traffic science,.

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

Resolution
unresolved
no resolver link, observed 2026-08-05T05:59:24.364522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T05:59:24.364522Z digest=sha256:1be8ecd66af677cf010e3679f592689c3b9ff9d769f76d8cade8d5d989d963dd

Observation 4afa3e90-399d-49ea-801d-b53877bf1586 · outbound

This paper cites Intersection monitoring using computer vision techniques for capacity, delay, and safety analysis,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:25.030037Z

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.

source=pdf_text observed=2026-08-05T05:59:24.368595Z digest=sha256:5454217b9263e6335e3e928acb29ddbb1e6bb16ec777462fa6c616b0c1958a7c

Observation f6d09293-9258-42da-9b23-8d6ca45eef86 · outbound

This paper cites Unmanned aerial aircraft systems for transportation engineering: Current practice and future challenges,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:25.016356Z

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.

source=pdf_text observed=2026-08-05T05:59:24.372801Z digest=sha256:5f5cbe408950b1c475b734b5d30b48ee09e27c3db6b97e7bd4d347bfe3945abe

Observation 77f213bd-f178-4726-ba8d-723bcaf375c9 · outbound

This paper cites Video processing using deep learning techniques: A systematic literature review,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:25.002610Z

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.

source=pdf_text observed=2026-08-05T05:59:24.377388Z digest=sha256:b5082735041d3e1b5b2d73adf37c56213dae6f967f9c4aa032739afd8263c882

Observation 4de54c67-fa18-455f-9d62-5afcb6854765 · outbound

This paper cites Moving vehicle detection and tracking at roundabouts using deep learning with trajectory union,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.989603Z

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.

source=pdf_text observed=2026-08-05T05:59:24.381245Z digest=sha256:78ef4e994ab0cb5b19a5d79c6a6c6f6c05419cc6157c00aaf0b2858ad5e8ade8

Observation 67ad4d47-5bca-4fda-a9f6-c5e7876aba32 · outbound

This paper cites Enabling versatile analysis of large scale traffic video data with deep learning and hiveql,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.976743Z

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.

source=pdf_text observed=2026-08-05T05:59:24.385317Z digest=sha256:33e4ef75ad384a561fd7346e2819fff6ab57b2f5c7e2453827cac468d94688eb

Observation b00d34e4-75ab-437f-a600-bcc340b7df2c · outbound

This paper cites Vehicle tracking and speed estimation from traffic videos,.

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

Resolution
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raw_fallback, observed 2026-08-05T05:59:24.963235Z

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.

source=pdf_text observed=2026-08-05T05:59:24.389177Z digest=sha256:1fc9190184cce91c58488d2d9e973fcdf57ce5e19a4133c288555c59f4c10533

Observation ccc23997-d320-41c9-a419-0923bd7fd769 · outbound

This paper cites A vehicle tracking algorithm combining detector and tracker,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.950151Z

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.

source=pdf_text observed=2026-08-05T05:59:24.393187Z digest=sha256:43a276c2aea58f2ff941af8993998e9b77d4319f8077d8d06f7bc6b583ae635b

Observation e935b03a-f829-4635-9602-c7f3347d0c18 · outbound

This paper cites Tracking vehicles as groups in airborne videos,.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Tracking vehicles as groups in airborne videos,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.937632Z

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.

source=pdf_text observed=2026-08-05T05:59:24.396909Z digest=sha256:dcf33cb6cca8beb120c869af14ecc1bef9d0ac185b81e36b03367e99ff1aeb29

Observation 734c2c25-af06-499f-ac45-4ea2fa2b1df5 · outbound

This paper cites Traffic behavior recognition from traffic videos under occlusion condition: A kalman filter approach,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.924384Z

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.

source=pdf_text observed=2026-08-05T05:59:24.400796Z digest=sha256:68ea8d53da79f6e77f73c6cc503dc287243f53efc2153b966c8a4d9585dae763

Observation 98aa69f9-4121-48af-a369-56a4770ce476 · outbound

This paper cites Uav route planning for joint search and track missions—an information-value approach,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.910843Z

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.

source=pdf_text observed=2026-08-05T05:59:24.404750Z digest=sha256:97a7289b9226b1b358826c505d8e047b4908bc50d60152b6443791b9e0f0556b

Observation 0e9fc443-611f-4d67-bc4d-75639dc0b8ec · outbound

This paper cites How accurate are small drones for measuring microscopic traffic parameters?.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.897279Z

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.

source=pdf_text observed=2026-08-05T05:59:24.408529Z digest=sha256:c4d0c7a818e5b9415d355e35111cc28b6d435e432041a95d05f4da851a7ff39f

Observation 2fd58b3f-cba3-4cd6-8993-b99299e88971 · outbound

This paper cites Real-time uav rerouting for traffic monitoring with decomposition based multi-objective optimiza- tion,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.883615Z

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.

source=pdf_text observed=2026-08-05T05:59:24.412189Z digest=sha256:4e520178708178935ffbef49d56df6949c568a1ad1c4f3f1e3d45023fc8eb40e

Observation dc181437-9b8e-45ac-ae23-346163d43791 · outbound

This paper cites Real-time and coordi- nated uav path planning for road traffic surveillance: A penalty-based boundary intersection approach,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.871055Z

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.

source=pdf_text observed=2026-08-05T05:59:24.416166Z digest=sha256:66eb9df5cbd18b2322e60a8c79b902b5310bcb29ed4c269a2006573f555cafb3

Observation e4457d2a-46ef-4b96-9c29-97a510386ae6 · outbound

This paper cites Tracking-based vehicle statistic system with feature selection for traffic investigation and control in normal inter- section scenes,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.857886Z

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.

source=pdf_text observed=2026-08-05T05:59:24.420491Z digest=sha256:4c19727ebc5ddc0cc3f8c617eb350afdc65a451e48b08b31551d834d8711e19b

Observation 55d965a9-4901-40f5-b4c0-cd8c744119d0 · outbound

This paper cites Surveillance from above: A detection-and- prediction based multiple target tracking method on aerial videos,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.844880Z

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.

source=pdf_text observed=2026-08-05T05:59:24.424514Z digest=sha256:132131a67a7da339eff141036e6b66c2812db4ea84a25543746a46b5f9efc200

Observation c17786c6-f82d-444a-8478-7ff25e0b7c0e · outbound

This paper cites Data association in multiple object tracking: A survey of recent techniques,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.831388Z

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.

source=pdf_text observed=2026-08-05T05:59:24.428262Z digest=sha256:50ac54e507d707095005c43b97a2cae1f6bc58374659e3f92a57d39698777bbf

Observation 4751de9b-ee74-4f5e-b565-8c1c450a35d3 · outbound

This paper cites Multiple moving object detection from uav videos using trajectories of matched regional adjacency graphs,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.817899Z

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.

source=pdf_text observed=2026-08-05T05:59:24.432045Z digest=sha256:1aeebcc3c8a13a11168992b2526a597b89ae833b2b50f6905cc3b323bdb7d802

Observation 76596129-e742-4347-ad33-f899359507b6 · outbound

This paper cites Advanced framework for microscopic and lane-level macroscopic traffic parameters estimation from uav video,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.804747Z

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.

source=pdf_text observed=2026-08-05T05:59:24.436119Z digest=sha256:b12eab6bd715fed56adf8e9ec6fcfc68009150db712e0363a58ac7c39c7cec3a

Observation 90269bac-819c-4b3a-a124-c6bb4538f5c2 · outbound

This paper cites Un- manned aerial vehicle–based traffic analysis: Methodological frame- work for automated multivehicle trajectory extraction,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.791684Z

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.

source=pdf_text observed=2026-08-05T05:59:24.439949Z digest=sha256:d0c555f182c53a7c76448d3d81cd2eb0868b7fb92fed6ec996ea21a94bc4f5ac

Observation 3bff5081-7fed-490c-b84e-2a3853254833 · outbound

This paper cites Unmanned aerial vehicle-based traffic analysis: A case study to analyze traffic streams at urban roundabouts,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.778887Z

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.

source=pdf_text observed=2026-08-05T05:59:24.443844Z digest=sha256:645ad03734d9745e1abfe7318d564d6996e56b11fc9d9d8f76163e513f73d985

Observation 54e05d4d-7487-4e2d-b83d-d8af02335c41 · outbound

This paper cites Unmanned aerial vehicle-based traffic analysis: A case study for shockwave identification and flow parameters estimation at signalized intersections,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.765598Z

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.

source=pdf_text observed=2026-08-05T05:59:24.447599Z digest=sha256:950e411d121e1fc0f5dfa385c3d1bdaea170fa7a828d309cf8d7969cd2f2048a

Observation c1cafa4f-e01e-4215-a818-97b9a2c4c127 · outbound

This paper cites Visdrone-det2021: The vision meets drone object detection challenge results,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.752416Z

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.

source=pdf_text observed=2026-08-05T05:59:24.451419Z digest=sha256:e04cc3a3a3bbe32caccf37d6d6ff9aceb5d239ef50c5d28b09b57ddc0eb7e00b

Observation 70628ac5-54f7-40dd-81cf-656bfb9658f0 · outbound

This paper cites On the new era of urban traffic monitoring with massive drone data: The pneuma large-scale field experiment,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.739364Z

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.

source=pdf_text observed=2026-08-05T05:59:24.455332Z digest=sha256:c09653e070b259cc7f45e98b112030334e0fec2f83904e147979e130f5578cee

Observation 1f92dd6f-8653-47c3-bd5d-9639f19cbbe7 · outbound

This paper cites Vaid: An aerial image dataset for vehicle detection and classification,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.726451Z

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.

source=pdf_text observed=2026-08-05T05:59:24.459106Z digest=sha256:6be4757617a371f9d6ab5eb2979bae0c9082bed7d6dea345e24cb5f6d83ac596

Observation 4fc13d1c-a81e-4def-9a95-80fea37d6f08 · outbound

This paper cites opendd: A large-scale roundabout drone dataset,.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis opendd: A large-scale roundabout drone dataset,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.713486Z

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.

source=pdf_text observed=2026-08-05T05:59:24.462878Z digest=sha256:7dc1eff889df80f9b1ee4ef7def943856168e10ea88fecc557cf2c5584893bbd

Observation c471c207-7154-4dc6-82e3-cfebca29ad93 · outbound

This paper cites The round dataset: A drone dataset of road user trajectories at roundabouts in germany,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.700667Z

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.

source=pdf_text observed=2026-08-05T05:59:24.467043Z digest=sha256:02ae43290bc2d6d757b79a2d696228674b93d85df0d1984f89308aa485baa489

Observation d383dc77-ccb7-4bef-8ca1-9d719df240b3 · outbound

This paper cites Citysim: A drone-based vehicle trajectory dataset for safety-oriented research and digital twins,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.687507Z

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.

source=pdf_text observed=2026-08-05T05:59:24.471075Z digest=sha256:2c9aec6405af7e1effad0c3dcb164eb6bdc19e60720509592d3dfc1205004e8d

Observation c2fc6eb1-69ab-4cc6-beff-029391d9ba81 · outbound

This paper cites Urban traffic analysis through an uav,.

UAV-Based Intelligent Traffic Surveillance System: Real-Time Vehicle Detection, Classification, Tracking, and Behavioral Analysis Urban traffic analysis through an uav,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.673889Z

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.

source=pdf_text observed=2026-08-05T05:59:24.474849Z digest=sha256:e648c5dea57041ad61d64965b582ed595bc4908898f90dfe095ed8d747bd85ae

Observation 12b61a4d-2691-4e21-b318-f4f92eb4e94c · outbound

This paper cites Examining the applicability of small quadcopter drone for traffic surveillance and roadway incident monitoring,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.660510Z

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.

source=pdf_text observed=2026-08-05T05:59:24.478727Z digest=sha256:96f155ee3d6b9a73804ae696943652e13df370864ad3d853b8a6f9f123eed75f

Observation 732de48c-f6e2-4fd0-bbed-9aa00436c36a · outbound

This paper cites Automatic vehicle trajectory extraction for traffic analysis from aerial video data,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.647019Z

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.

source=pdf_text observed=2026-08-05T05:59:24.482655Z digest=sha256:a5b5cd02bc9d611eabf308d990b2b8c0b3a7830ac171af4a220510a90b367298

Observation 0cc0948c-c0ce-4fd1-b12d-f86f9fbc09b2 · outbound

This paper cites Evaluating the accuracy of vehicle tracking data obtained from unmanned aerial vehi- cles,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.633239Z

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.

source=pdf_text observed=2026-08-05T05:59:24.486590Z digest=sha256:5b4f0fe5d6adee7685097b85e5eeb9c19a75d5eb2a37f1063fcdbd73d9c1bd1a

Observation 9113f2cb-2773-49c3-b93c-d336a4bfa318 · outbound

This paper cites Advances and applications of computer vision techniques in vehicle trajectory generation and surrogate traffic safety indicators,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.618995Z

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.

source=pdf_text observed=2026-08-05T05:59:24.491160Z digest=sha256:88c08ad84a753aee0b7a07c4dbc6c88dbe65fad540b375114a34970c8b66c72a

Observation ef3259af-97d7-446a-9484-933f1106ecac · outbound

This paper cites Smart traffic monitoring system using unmanned aerial vehicles (uavs),.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.603354Z

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.

source=pdf_text observed=2026-08-05T05:59:24.495038Z digest=sha256:1a11d060ffb2e0892ecc421f37541bd6fcc26680f8c5c9c1af4bb330c6bda6d3

Observation b6a8b4f2-fb99-48a8-9991-8a2e4cf423f9 · outbound

This paper cites Computation rate max- imization in uav-enabled wireless-powered mobile-edge computing systems,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.589728Z

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.

source=pdf_text observed=2026-08-05T05:59:24.499074Z digest=sha256:c587fcd73a9c4e08ab4d396177ccd5a703955942d11e6fd104ccd51d7a96aef2

Observation d2866c0d-077a-44a8-8ffc-86a5266eb841 · outbound

This paper cites Joint communication and control optimization of a uav-assisted multi- vehicle platooning system in uncertain communication environment,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.575779Z

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.

source=pdf_text observed=2026-08-05T05:59:24.503017Z digest=sha256:b804a9c5e2471a4582581c4c8df1f08e4516c07c9493298779081f8896419a58

Observation 6e8c9ec0-0176-46f6-93ed-60727a9b2aab · outbound

This paper cites Identifying the threshold discrepancy of rear-end conflicts under clear and rainy weather conditions using trajectory data,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.561521Z

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.

source=pdf_text observed=2026-08-05T05:59:24.506804Z digest=sha256:52f6aaded5223af26b6a337eb7112cd6dbfd139d20aa21da9ba2cd160f958de5

Observation 05198524-41ab-4c79-bd90-e81123bce8a1 · outbound

This paper cites Assessing conflict likelihood and its severity at interconnected intersections: Insights from drone trajectory data,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T05:59:24.546942Z

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.

source=pdf_text observed=2026-08-05T05:59:24.511008Z digest=sha256:03d4c158d4fb371626532d268c4cef8f6e681de62eb746b14325c61e387f4538

Pith citing papers

Observation 7eb40ff3-37a0-452f-bdb1-e2e3a9baebc9 · inbound

Advancing MLLM-based UAV Image Understanding and Reasoning: A Benchmark and a Training-Free Multi-Agent System cites this paper.

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

Resolution
verified exact
local_arxiv, observed 2026-08-16T00:31:28.256406Z

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.

source=pdf_text observed=2026-08-16T00:31:27.329442Z digest=sha256:fcc49bb5ac8b2f3c676d02dfd75d608316abe83437a447dcaa009f8a9be3baf1