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Paper Citation Record · LEDGER

Robust Video-Based Pothole Detection and Area Estimation for Intelligent Vehicles with Depth Map and Kalman Smoothing

As of 9 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 0 inbound Pith citation observations for arXiv:2505.21049.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2505.21049 v1

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:44:14.924008Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

41 of 41 outbound references displayed

  • verified exact1
  • verified fuzzy31
  • unresolved9
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a62068f4-0088-435f-9644-28043b424d69 · outbound

This paper cites an unresolved cited work.

Robust Video-Based Pothole Detection and Area Estimation for Intelligent Vehicles with Depth Map and Kalman Smoothing Unresolved cited work

Reference 1

Resolution
unresolved
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 933c72e6-70be-49fa-8dbe-854e057422bd · outbound

This paper cites an unresolved cited work.

Robust Video-Based Pothole Detection and Area Estimation for Intelligent Vehicles with Depth Map and Kalman Smoothing Unresolved cited work

Reference 2

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation 0323872c-01d1-4d54-8ddd-a926dadeaaf8 · outbound

This paper cites Pothole-and patch repair failure recurrence in gauteng: The human influence.

Robust Video-Based Pothole Detection and Area Estimation for Intelligent Vehicles with Depth Map and Kalman Smoothing Pothole-and patch repair failure recurrence in gauteng: The human influence

Reference 3

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

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Observation a78ed69c-233e-4a6b-ad48-2e2dfac072b2 · outbound

This paper cites Antarctica warming up: Scientists uncover climate secrets, November 2023.

Robust Video-Based Pothole Detection and Area Estimation for Intelligent Vehicles with Depth Map and Kalman Smoothing Antarctica warming up: Scientists uncover climate secrets, November 2023

Reference 4

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T13:44:11.593939Z digest=sha256:a950212064e82046fb0a76571966f9155662e5070887130b32f2d14c997bbfe0

Observation 204abc5e-1564-4144-9263-c4d5c6d0fa3b · outbound

This paper cites Potholes & more potholes: is it just us?, 2018.

Robust Video-Based Pothole Detection and Area Estimation for Intelligent Vehicles with Depth Map and Kalman Smoothing Potholes & more potholes: is it just us?, 2018

Reference 5

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T13:44:11.692035Z digest=sha256:8e30ea62033b6068c6fdb6dc3f05ef51b2132c4d0bf01ee15b7ea79dcf7df827

Observation 65620e22-e97e-4461-837c-d80c125b6361 · outbound

This paper cites Effects of pothole type pavement distress on whole-body vibration.Road Materials and Pavement Design, 24(6):1403–1424, 2023.

Robust Video-Based Pothole Detection and Area Estimation for Intelligent Vehicles with Depth Map and Kalman Smoothing Effects of pothole type pavement distress on whole-body vibration.Road Materials and Pavement Design, 24(6):1403–1424, 2023

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:44:21.926506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T13:44:11.762079Z digest=sha256:0ae692226a58bb29fff542cacd92a187fc300183436a0abc8fbcc021e0fa16e5

Observation 6807313f-f760-44ff-b0e3-be37e7962e2e · outbound

This paper cites Computer vision for road imaging and pothole detection: a state-of-the-art review of systems and algorithms.Transportation safety and Environment, 4(4):tdac026, 2022.

Robust Video-Based Pothole Detection and Area Estimation for Intelligent Vehicles with Depth Map and Kalman Smoothing Computer vision for road imaging and pothole detection: a state-of-the-art review of systems and algorithms.Transportation safety and Environment, 4(4):tdac026, 2022

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:44:21.722830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T13:44:11.861059Z digest=sha256:53a9b606d9f39121d557d96332ca2450f68fb2e3f5ca4f3d3002cb54b62983ad

Observation 6facce07-b881-47cb-91d3-9cd4f17e38e4 · outbound

This paper cites Pothole detection using computer vision and learning.IEEE Transactions on Intelligent Transportation Systems, 21(8):3536–3550, 2019.

Robust Video-Based Pothole Detection and Area Estimation for Intelligent Vehicles with Depth Map and Kalman Smoothing Pothole detection using computer vision and learning.IEEE Transactions on Intelligent Transportation Systems, 21(8):3536–3550, 2019

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:44:21.529949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T13:44:11.954545Z digest=sha256:be258eb1cf7e0068443445dad0f8382f83880ea649da4c1bd8362cccdca16d28

Observation d276bef3-b667-466e-8378-945955bb046e · outbound

This paper cites Road pothole extraction and safety evaluation by integration of point cloud and images derived from mobile mapping sensors.Advanced Engineering Informatics, 42:100936, 2019.

Robust Video-Based Pothole Detection and Area Estimation for Intelligent Vehicles with Depth Map and Kalman Smoothing Road pothole extraction and safety evaluation by integration of point cloud and images derived from mobile mapping sensors.Advanced Engineering Informatics, 42:100936, 2019

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:44:21.353056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T13:44:12.059331Z digest=sha256:54434c510e8b61e3a6500d0a5f7557e30cb8bfeaa0b446ffdc6b220f790ed470

Observation 3871004a-4f7f-4767-9a9a-d1ebfe13cc0f · outbound

This paper cites Ride quality due to road surface irregularities: Comparison of different methods applied on a set of real road profiles.Coatings, 7(5):59, 2017.

Robust Video-Based Pothole Detection and Area Estimation for Intelligent Vehicles with Depth Map and Kalman Smoothing Ride quality due to road surface irregularities: Comparison of different methods applied on a set of real road profiles.Coatings, 7(5):59, 2017

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:44:21.163478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T13:44:12.135792Z digest=sha256:6bb53e7f0eb7d7df3f33d9f673fd7db10eca76aae44a44e89fceb2e37930f755

Observation 32647543-9ab2-4150-8553-1eed83c922c1 · outbound

This paper cites Security issues in internet of vehicles (iov): A comprehensive survey.Internet of Things, 22:100809, 2023.

Robust Video-Based Pothole Detection and Area Estimation for Intelligent Vehicles with Depth Map and Kalman Smoothing Security issues in internet of vehicles (iov): A comprehensive survey.Internet of Things, 22:100809, 2023

Reference 11

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T13:44:12.235180Z digest=sha256:dcfbf343e4ae1f9979c0488f6d5dbd0f16064bf54eff7ec1a4e8092704c1760a

Observation 7bcce13f-f380-40f3-942e-9571d958e471 · outbound

This paper cites Identification of problems faced in road maintenance.International Journal of Innovative Research in Engineering & Management, 10(3):29–37, 2023.

Robust Video-Based Pothole Detection and Area Estimation for Intelligent Vehicles with Depth Map and Kalman Smoothing Identification of problems faced in road maintenance.International Journal of Innovative Research in Engineering & Management, 10(3):29–37, 2023

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:44:20.764609Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T13:44:12.332964Z digest=sha256:67b290a0047c9d5423ecb1cfaec8b30ca36aaa64174101a096fe8a48d45b51f2

Observation 1f4b6622-3c90-48ac-b122-71140b3692ed · outbound

This paper cites Performance analysis of image thresholding: Otsu technique.Measurement, 114:298– 307, 2018.

Robust Video-Based Pothole Detection and Area Estimation for Intelligent Vehicles with Depth Map and Kalman Smoothing Performance analysis of image thresholding: Otsu technique.Measurement, 114:298– 307, 2018

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:44:20.626181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T13:44:12.444625Z digest=sha256:e553d3b1a7ba2f3be21059ef6e50f097d975c65437ec804718877d0169bb2b50

Observation f5c577ce-8919-4139-9d1e-029231d663b0 · outbound

This paper cites Pothole detection with image processing and spectral clustering.

Robust Video-Based Pothole Detection and Area Estimation for Intelligent Vehicles with Depth Map and Kalman Smoothing Pothole detection with image processing and spectral clustering

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:44:20.480742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T13:44:12.535847Z digest=sha256:1ab35015d7e1830e2d2653c864d845dc6555d25e531e7138e87b1e77f3aa9366

Observation 5f543027-0b82-4294-9553-a09df143b54d · outbound

This paper cites Pothole detection on asphalt pave- ments from 2d-colour pothole images using fuzzy c-means clustering and morphological reconstruction.Automation in Construction, 83:196– 211, 2017.

Robust Video-Based Pothole Detection and Area Estimation for Intelligent Vehicles with Depth Map and Kalman Smoothing Pothole detection on asphalt pave- ments from 2d-colour pothole images using fuzzy c-means clustering and morphological reconstruction.Automation in Construction, 83:196– 211, 2017

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:44:20.351476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T13:44:12.592953Z digest=sha256:0bf7a3d7ad6006e25ffc478e44f7003f0c677857795d97416a2dbc39f9732ce5

Observation 8110e297-647a-4a9f-a0cb-ea7b6e85db7b · outbound

This paper cites Scale-adaptive pothole detection and tracking from 3-d road point clouds.

Robust Video-Based Pothole Detection and Area Estimation for Intelligent Vehicles with Depth Map and Kalman Smoothing Scale-adaptive pothole detection and tracking from 3-d road point clouds

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:44:20.169067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T13:44:12.664054Z digest=sha256:c58b985a2610e840a15ff649cf6a6bd0151e6b58f46d7d459403039a30027015

Observation 208748f3-7364-40f1-9e23-ad9dc20773ec · outbound

This paper cites Road pothole detection based on crowdsourced data and extended mask r-cnn.IEEE Transactions on Intelligent Transportation Systems, 25(9):12504–12516, 2024.

Robust Video-Based Pothole Detection and Area Estimation for Intelligent Vehicles with Depth Map and Kalman Smoothing Road pothole detection based on crowdsourced data and extended mask r-cnn.IEEE Transactions on Intelligent Transportation Systems, 25(9):12504–12516, 2024

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:44:19.852817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T13:44:12.737982Z digest=sha256:9a889e19ae99a8e183b229ea0f502c5d13694452245d0c7062d6a5b7a41ebfb0

Observation 8e500b54-b28c-4119-b006-2e63d763dd64 · outbound

This paper cites You only look once: Unified, real-time object detection.

Robust Video-Based Pothole Detection and Area Estimation for Intelligent Vehicles with Depth Map and Kalman Smoothing You only look once: Unified, real-time object detection

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-07T13:44:12.812820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:44:12.812820Z digest=sha256:09705307234b10f758296a8c1738c022eec3f9c91491b81ca0117e359a6e99cf

Observation 565a5b81-ec19-45ea-8d9e-d2073c51d5e7 · outbound

This paper cites Asphalt pavement pothole detection using deep learning method based on yolo neural network.

Robust Video-Based Pothole Detection and Area Estimation for Intelligent Vehicles with Depth Map and Kalman Smoothing Asphalt pavement pothole detection using deep learning method based on yolo neural network

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:44:19.614089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T13:44:12.903543Z digest=sha256:8e450d72dc34d7de1049bad15681fd01ebf813a5b54f3763216c7a674b057be5

Observation a34ac648-2db8-458e-b3d6-4307c59298ad · outbound

This paper cites Real-Time Pothole Detection Using Deep Learning.

Robust Video-Based Pothole Detection and Area Estimation for Intelligent Vehicles with Depth Map and Kalman Smoothing Real-Time Pothole Detection Using Deep Learning

Reference 20

Resolution
verified exact
local_arxiv, observed 2026-08-07T13:44:15.167213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T13:44:12.978974Z digest=sha256:5f13e210cfd6aabd41b43de4d7093d3a1a0fcda9789910ed68894eab9fa255e7

Observation d5cea201-20fc-46fd-8331-27cf6004413c · outbound

This paper cites Pothole detection and filling system using image processing and machine learning.

Robust Video-Based Pothole Detection and Area Estimation for Intelligent Vehicles with Depth Map and Kalman Smoothing Pothole detection and filling system using image processing and machine learning

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:44:19.330860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T13:44:13.043038Z digest=sha256:388b073d08a043768082089682912a1eceb5d796bc98bb2e571b825502ab9b7a

Observation f6b31716-f10a-476a-ba6e-a671ca17295e · outbound

This paper cites Pothole mapping and patching quantity estimates using lidar-based mobile mapping systems.

Robust Video-Based Pothole Detection and Area Estimation for Intelligent Vehicles with Depth Map and Kalman Smoothing Pothole mapping and patching quantity estimates using lidar-based mobile mapping systems

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:44:19.044761Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T13:44:13.117708Z digest=sha256:77ff089eb4398ce314de2cc1467cc75c0e1dba758c3e45b0cd4015c5345fa04a

Observation 1bfd8716-7723-4433-9f6e-d3084e969e75 · outbound

This paper cites an unresolved cited work.

Robust Video-Based Pothole Detection and Area Estimation for Intelligent Vehicles with Depth Map and Kalman Smoothing Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-07T13:44:18.707052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T13:44:13.243442Z digest=sha256:d5ad9e49c13630349a016e10bc07cefd9c6bd21fa1d4c87ed9218e8eece2af57

Observation b6bb8b8e-6a8c-44f4-9b5b-5571e454d628 · outbound

This paper cites Image-based pothole detection using multi-scale feature network and risk assessment.Electronics, 12(4):826, 2023.

Robust Video-Based Pothole Detection and Area Estimation for Intelligent Vehicles with Depth Map and Kalman Smoothing Image-based pothole detection using multi-scale feature network and risk assessment.Electronics, 12(4):826, 2023

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:44:18.399436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T13:44:13.342935Z digest=sha256:f0cd20188183611ea95b69067596ad1997e663c6f69555d625098a99552edeae

Observation 47eea186-7f50-418a-9d0f-9416951e2a0a · outbound

This paper cites Potholes detection using deep learning and area estimation using image processing.

Robust Video-Based Pothole Detection and Area Estimation for Intelligent Vehicles with Depth Map and Kalman Smoothing Potholes detection using deep learning and area estimation using image processing

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:44:18.079275Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T13:44:13.407854Z digest=sha256:c0f56704b50945623c31c43dce09a69bc99f70d49bead7ff7a9e3ea9f11fa879

Observation 4eb3080b-971a-4170-adc1-e52b5b553357 · outbound

This paper cites Pothole detection and dimension estimation system using deep learning (yolo) and image processing.

Robust Video-Based Pothole Detection and Area Estimation for Intelligent Vehicles with Depth Map and Kalman Smoothing Pothole detection and dimension estimation system using deep learning (yolo) and image processing

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:44:17.809433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T13:44:13.505485Z digest=sha256:b2ac407815a5915cd9a620adaea55b172c2d741e82e2359cb02cc8f757b45a0b

Observation 509372ab-6edf-4f63-a33c-4ce7c2c33a17 · outbound

This paper cites On the integration of self-attention and convolution.

Robust Video-Based Pothole Detection and Area Estimation for Intelligent Vehicles with Depth Map and Kalman Smoothing On the integration of self-attention and convolution

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:44:17.568107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T13:44:13.598727Z digest=sha256:f68394d0ee3b64b45d0ec07a116a46bd6a742e7269a3c8c3596e357f3b2b0ee6

Observation f60c0026-20af-4be8-91b3-429ce1c57964 · outbound

This paper cites BoT-SORT: Robust Associations Multi-Pedestrian Tracking.

Robust Video-Based Pothole Detection and Area Estimation for Intelligent Vehicles with Depth Map and Kalman Smoothing BoT-SORT: Robust Associations Multi-Pedestrian Tracking

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-07T13:44:13.698488Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:44:13.698488Z digest=sha256:d27142d2bcf41906955f0c010f5de7a2f096a777060379c0a66ca09e8e566524

Observation 4db28491-de95-40f1-9c23-d0ff1831823d · outbound

This paper cites Pyramidal implementation of the affine lucas kanade feature tracker description of the algorithm.Intel corporation, 5(1-10):4, 2001.

Robust Video-Based Pothole Detection and Area Estimation for Intelligent Vehicles with Depth Map and Kalman Smoothing Pyramidal implementation of the affine lucas kanade feature tracker description of the algorithm.Intel corporation, 5(1-10):4, 2001

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:44:17.330742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T13:44:13.785069Z digest=sha256:e455d3f7132f7816ced27355c34b0f8a0b687185911e0612f33c42ff204090fb

Observation 42d9294d-c402-4f47-b284-022742f772ed · outbound

This paper cites Random sample consensus: a paradigm for model fitting with applications to image analysis and automated cartography.Communications of the ACM, 24(6):381–395, 1981.

Robust Video-Based Pothole Detection and Area Estimation for Intelligent Vehicles with Depth Map and Kalman Smoothing Random sample consensus: a paradigm for model fitting with applications to image analysis and automated cartography.Communications of the ACM, 24(6):381–395, 1981

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-07T13:44:13.879527Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:44:13.879527Z digest=sha256:c1ef19362fe2e96014d05e45a686995c402a6e2ae331a4bd41e811e76d740805

Observation 7327daeb-b8cc-4ede-b611-bedbf66916c6 · outbound

This paper cites The hungarian method for the assignment problem.

Robust Video-Based Pothole Detection and Area Estimation for Intelligent Vehicles with Depth Map and Kalman Smoothing The hungarian method for the assignment problem

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-07T13:44:13.997386Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:44:13.997386Z digest=sha256:2bd4864a53ff7f18083a1c4cddb6fe84ada63b2dbddee1f7621c186687ba5f96

Observation e8338eda-9db1-4f54-b196-6bb243cdad38 · outbound

This paper cites The use of lidar and artificial intelligence algorithms for detection and size estimation of potholes.Buildings, 14(4):1078, 2024.

Robust Video-Based Pothole Detection and Area Estimation for Intelligent Vehicles with Depth Map and Kalman Smoothing The use of lidar and artificial intelligence algorithms for detection and size estimation of potholes.Buildings, 14(4):1078, 2024

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:44:17.073187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T13:44:14.090240Z digest=sha256:8b68fe83959edf91d0062f4825c830fe56d8f017d38b6a8a925489461bfe496e

Observation 4d92b864-4aca-42b7-a34e-652a30ac3e6a · outbound

This paper cites Depth Anything V2.

Robust Video-Based Pothole Detection and Area Estimation for Intelligent Vehicles with Depth Map and Kalman Smoothing Depth Anything V2

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-07T13:44:14.158448Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:44:14.158448Z digest=sha256:83e9bafb8517af9aed969be8d86690647b80080065bbdd747be6a40663a0e977

Observation c3d3014f-f7f9-4a25-8d8f-7e0bbf7a9303 · outbound

This paper cites Computer vision based pothole detection under challenging conditions.

Robust Video-Based Pothole Detection and Area Estimation for Intelligent Vehicles with Depth Map and Kalman Smoothing Computer vision based pothole detection under challenging conditions

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:44:16.835925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T13:44:14.263821Z digest=sha256:001c00daaae0d52da312791e87e0bc4becbb78eb563a5b45075e67a44cff3d59

Observation f85ebf16-a0c8-4345-8a13-eeb877acf94b · outbound

This paper cites Yolov8 based deep learning method for potholes detection.

Robust Video-Based Pothole Detection and Area Estimation for Intelligent Vehicles with Depth Map and Kalman Smoothing Yolov8 based deep learning method for potholes detection

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:44:16.643081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T13:44:14.363762Z digest=sha256:32b8c92e39bb7d534c886732792b13fc0afb73cf069d5fb0621552728748d4f7

Observation 00363cfd-fdfd-46af-809d-825a06f4c038 · outbound

This paper cites A real-time ghost machine learning model built on yolov8 for traffic road signs detection and classification in germany.Multimedia Systems, 30(6):344, 2024.

Robust Video-Based Pothole Detection and Area Estimation for Intelligent Vehicles with Depth Map and Kalman Smoothing A real-time ghost machine learning model built on yolov8 for traffic road signs detection and classification in germany.Multimedia Systems, 30(6):344, 2024

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:44:16.420904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T13:44:14.454992Z digest=sha256:ea0d3749245d29998343f099705eba0441d7a3a2728e6c8ed0a377cb0a68739b

Observation b32f39e4-8832-43e0-8545-efe34100270a · outbound

This paper cites Yolo v3-tiny: Object detection and recognition using one stage improved model.

Robust Video-Based Pothole Detection and Area Estimation for Intelligent Vehicles with Depth Map and Kalman Smoothing Yolo v3-tiny: Object detection and recognition using one stage improved model

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:44:16.169536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T13:44:14.537484Z digest=sha256:93efae8e809e6287f88e51ea2679a73917560a5e49ab4edfe9dd5c145ea572ac

Observation 39f8ce5b-5cf0-45ab-954b-9d3b39a5a63c · outbound

This paper cites An improved yolov3-spp algorithm for image-based pothole detection.

Robust Video-Based Pothole Detection and Area Estimation for Intelligent Vehicles with Depth Map and Kalman Smoothing An improved yolov3-spp algorithm for image-based pothole detection

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:44:15.821452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T13:44:14.621880Z digest=sha256:e50d875bf47650400d9f108930f2fa9db01b09b7911ec37c8de6969e900d2e1d

Observation 8831a9b5-6e82-48f7-90ef-eae5c6e4c685 · outbound

This paper cites Real-time pothole detection using yolov5.

Robust Video-Based Pothole Detection and Area Estimation for Intelligent Vehicles with Depth Map and Kalman Smoothing Real-time pothole detection using yolov5

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:44:15.534539Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T13:44:14.725058Z digest=sha256:964c2d05d2a51e38a7eb8d4b637dae211a3338cc05deba6fc4a0d35e5c38290f

Observation a05f031d-d32c-439e-b9a5-63b5ebd4435e · outbound

This paper cites YOLOv6: A Single-Stage Object Detection Framework for Industrial Applications.

Robust Video-Based Pothole Detection and Area Estimation for Intelligent Vehicles with Depth Map and Kalman Smoothing YOLOv6: A Single-Stage Object Detection Framework for Industrial Applications

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-07T13:44:14.821637Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:44:14.821637Z digest=sha256:9e0018acab574a7c7dfc423281d8d70e6c2bda72d12ce5d5af23ea2c323ffed1

Observation b1695a9b-b404-477a-b36d-08ce329e83b6 · outbound

This paper cites A novel framework for pothole area estimation based on object detection and monocular metric depth estimation.

Robust Video-Based Pothole Detection and Area Estimation for Intelligent Vehicles with Depth Map and Kalman Smoothing A novel framework for pothole area estimation based on object detection and monocular metric depth estimation

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T13:44:15.329296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-07T13:44:14.924008Z digest=sha256:43b60a8aa0e031ab851b3d06fd727fbc526425cc25ce410b8112553181c65896

Pith citing papers

No inbound Pith citation observations are available.