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Paper Citation Record · LEDGER

Noise Analysis and Modeling of the PMD Flexx2 Depth Camera for Robotic Applications

As of 11 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 0 inbound Pith citation observations for arXiv:2412.15040.

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

pith.paper-citation-record.v1
2412.15040 v1

Coverage vector

measured 27 of 27 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T11:43:53.156895Z

measured 27 of 27 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+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

27 of 27 outbound references displayed

  • verified exact0
  • verified fuzzy21
  • unresolved6
  • parse uncertain0
  • malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 00da8450-32e3-4765-b372-8140bf99c74e · outbound

This paper cites Kinect™ and intel realsense™ d435 comparison: A preliminary study for motion analysis,.

Noise Analysis and Modeling of the PMD Flexx2 Depth Camera for Robotic Applications Kinect™ and intel realsense™ d435 comparison: A preliminary study for motion analysis,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:43:53.576889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:43:53.029300Z digest=sha256:88be463bf87dcc98ef0ba706504cf02052f9bae1209ede0978965d020cfed32c

Observation 1e848142-0f2d-4a7a-aa9e-6c15285ca9a1 · outbound

This paper cites Study on the use of microsoft kinect for robotics applications,.

Noise Analysis and Modeling of the PMD Flexx2 Depth Camera for Robotic Applications Study on the use of microsoft kinect for robotics applications,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:43:53.562361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:43:53.034378Z digest=sha256:c7a210c745fbeeb452f78e74ce3e5d9c1672b7524532a1659f6a36a1e3253421

Observation 6c389678-f301-4f25-b393-3ce16d0e8508 · outbound

This paper cites Starleth: A compliant quadrupedal robot for fast, efficient, and versatile locomotion,.

Noise Analysis and Modeling of the PMD Flexx2 Depth Camera for Robotic Applications Starleth: A compliant quadrupedal robot for fast, efficient, and versatile locomotion,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:43:53.548265Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:43:53.039243Z digest=sha256:20bd046d6707e7c25743224d9555290ae264f3e2c66a2d62844fad906b52aefe

Observation fc1411a7-1661-4d49-a64b-065cf6e81910 · outbound

This paper cites Evaluation of depth sensors for robotic applications,.

Noise Analysis and Modeling of the PMD Flexx2 Depth Camera for Robotic Applications Evaluation of depth sensors for robotic applications,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:43:53.532306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:43:53.043903Z digest=sha256:0fe7a8078d6b5b16dccef29073553a72eaec2a370d375a3d55fa593a77df9510

Observation 3928e6ba-41a6-4b91-99f6-3b77085e3e68 · outbound

This paper cites Evaluation of microsoft kinect 360 and microsoft kinect one for robotics and computer vision applications,.

Noise Analysis and Modeling of the PMD Flexx2 Depth Camera for Robotic Applications Evaluation of microsoft kinect 360 and microsoft kinect one for robotics and computer vision applications,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:43:53.516502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:43:53.048783Z digest=sha256:76f12e1a1ae65dedc180d8ed5e002b1226aa8454dfe200e1680566beebd7a90f

Observation cb91ed20-d7b5-473c-aea6-4077b0909421 · outbound

This paper cites Learning robust perceptive locomotion for quadrupedal robots in the wild,.

Noise Analysis and Modeling of the PMD Flexx2 Depth Camera for Robotic Applications Learning robust perceptive locomotion for quadrupedal robots in the wild,

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-11T11:43:53.054432Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:43:53.054432Z digest=sha256:8f26b15660e4465ff54871b6713db152d3fb767c16bfa09d22f51f90630993b4

Observation fa13739c-ff99-4892-8925-acfd12bd60c9 · outbound

This paper cites Accuracy of the microsoft kinect sensor for measuring movement in people with parkinson’s disease,.

Noise Analysis and Modeling of the PMD Flexx2 Depth Camera for Robotic Applications Accuracy of the microsoft kinect sensor for measuring movement in people with parkinson’s disease,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:43:53.491688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:43:53.059999Z digest=sha256:cb12f9d606b2a5161cbe3e5ed97c2305b90047b5d7be1784a6be551981ddfe54

Observation ca3ab883-b08a-49fe-894d-e695eab8b108 · outbound

This paper cites An empirical evaluation of ten depth cameras: Bias, precision, lateral noise, different lighting conditions and materials, and multiple sensor setups in indoor environments,.

Noise Analysis and Modeling of the PMD Flexx2 Depth Camera for Robotic Applications An empirical evaluation of ten depth cameras: Bias, precision, lateral noise, different lighting conditions and materials, and multiple sensor setups in indoor environments,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:43:53.476313Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:43:53.064467Z digest=sha256:742d8d6e0ab005138f7b10aa362a4901a11362f3c3440c921cf9ddd72967ac6d

Observation 5f981d24-ed28-4a98-b29e-9f1eadd5b888 · outbound

This paper cites Analysis and noise modeling of the intel realsense d435 for mobile robots,.

Noise Analysis and Modeling of the PMD Flexx2 Depth Camera for Robotic Applications Analysis and noise modeling of the intel realsense d435 for mobile robots,

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-11T11:43:53.068659Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:43:53.068659Z digest=sha256:a6e1a592b8804133181885a5084b1847bab88bdc338b1b88aced102482140304

Observation d24799ef-fac3-4dd6-822f-74f9029cbd35 · outbound

This paper cites Kinect v2 for mobile robot navigation: Evaluation and modeling,.

Noise Analysis and Modeling of the PMD Flexx2 Depth Camera for Robotic Applications Kinect v2 for mobile robot navigation: Evaluation and modeling,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:43:53.448179Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:43:53.073325Z digest=sha256:1943323c6399f98b78681e0f42a23ebfe9276f6cb2111217cd8e98eafecc4f53

Observation 00ce290e-5e1e-40da-a533-7671bf53298f · outbound

This paper cites Accuracy and resolution of kinect depth data for indoor mapping applications,.

Noise Analysis and Modeling of the PMD Flexx2 Depth Camera for Robotic Applications Accuracy and resolution of kinect depth data for indoor mapping applications,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:43:53.430921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:43:53.078217Z digest=sha256:66618c0ad7830dabe17e9f63fe8d0a11599c749f83567494016a1c6d2c7a80d1

Observation c96aad04-6068-4c01-af20-cd4b4b955d1a · outbound

This paper cites Comparison of kinect v1 and v2 depth images in terms of accuracy and precision,.

Noise Analysis and Modeling of the PMD Flexx2 Depth Camera for Robotic Applications Comparison of kinect v1 and v2 depth images in terms of accuracy and precision,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:43:53.414787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:43:53.083288Z digest=sha256:0be3d6b0427e9bf01d234d6e6a4810ae7b9c4f6b03150d1599235b3921c653c4

Observation 13d5e102-12c8-4f3a-afa2-de109e5601ce · outbound

This paper cites Performance analysis of the pmd camboard picoflexx time-of-flight camera for markerless motion capture applications,.

Noise Analysis and Modeling of the PMD Flexx2 Depth Camera for Robotic Applications Performance analysis of the pmd camboard picoflexx time-of-flight camera for markerless motion capture applications,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:43:53.398260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:43:53.089057Z digest=sha256:b3e9476c017bc8eb892e500e04c5cfa651cc76dafbe07f63b5607233fc9edb9b

Observation 4d18507b-5981-4abc-b004-f10ea2b39a51 · outbound

This paper cites Pmd flexx2 3d time-of-flight camera,.

Noise Analysis and Modeling of the PMD Flexx2 Depth Camera for Robotic Applications Pmd flexx2 3d time-of-flight camera,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:43:53.381496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:43:53.094099Z digest=sha256:7d567d99a5e9a791287bad9e85c11a507316f64d546259a537bd7a3fc6888b17

Observation 50b164f0-e33a-483a-af6d-a45d07ed2b00 · outbound

This paper cites What can we learn from depth camera sensor noise?.

Noise Analysis and Modeling of the PMD Flexx2 Depth Camera for Robotic Applications What can we learn from depth camera sensor noise?

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:43:53.365413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:43:53.099349Z digest=sha256:9ed0445fec5881c4f4a3ef7544778dab29c61086e9b3223e5d0b35c43575e435

Observation a9842c6f-1b82-41e4-860b-6381bdf1bf9f · outbound

This paper cites Depth image denoising using nuclear norm and learning graph model,.

Noise Analysis and Modeling of the PMD Flexx2 Depth Camera for Robotic Applications Depth image denoising using nuclear norm and learning graph model,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:43:53.349102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:43:53.104142Z digest=sha256:24cc5a2379a4976a5e608ccedd19857914a9005f687694e4e4d7a178f89cad2c

Observation 8fc96cbf-d5a0-459c-a5ce-948aa1292f24 · outbound

This paper cites Characterizations of noise in kinect depth images: A review,.

Noise Analysis and Modeling of the PMD Flexx2 Depth Camera for Robotic Applications Characterizations of noise in kinect depth images: A review,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:43:53.333872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:43:53.108933Z digest=sha256:b30ad44503f03f697bb2722f661d7bf02ad3bd3b3d63b2d1869e899761d3cc72

Observation ab3420b6-9d58-4076-949e-617251a6af6a · outbound

This paper cites Modeling kinect sensor noise for improved 3d reconstruction and tracking,.

Noise Analysis and Modeling of the PMD Flexx2 Depth Camera for Robotic Applications Modeling kinect sensor noise for improved 3d reconstruction and tracking,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:43:53.318905Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:43:53.114030Z digest=sha256:844b4c3da3caa0f87cd50798e30ab488d319078cf3a42405317178b43e182097

Observation 38eb3b26-809c-4b52-96f7-9f91d793ea99 · outbound

This paper cites Walk these ways: Tuning robot control for generalization with multiplicity of behavior,.

Noise Analysis and Modeling of the PMD Flexx2 Depth Camera for Robotic Applications Walk these ways: Tuning robot control for generalization with multiplicity of behavior,

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-11T11:43:53.118914Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:43:53.118914Z digest=sha256:8c0135030e187d7c543bad41e68ce62a6c4f4f3caa25426ed7a45805c9f610cb

Observation 9bef1d65-256f-4bf6-bcd2-adea345ea1ee · outbound

This paper cites Learning quadrupedal locomotion over challenging terrain,.

Noise Analysis and Modeling of the PMD Flexx2 Depth Camera for Robotic Applications Learning quadrupedal locomotion over challenging terrain,

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-11T11:43:53.123556Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:43:53.123556Z digest=sha256:f96b97adb1ddc2d42ffe93a48dad50aee115f6a9e4e570d8b7ee9d15d8f97f0b

Observation 4088345d-d669-4cb2-807d-060258825b2f · outbound

This paper cites Navigating to objects in the real world,.

Noise Analysis and Modeling of the PMD Flexx2 Depth Camera for Robotic Applications Navigating to objects in the real world,

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-11T11:43:53.128739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:43:53.128739Z digest=sha256:6b97d3f48829bd30b73afbf9bacdfb6a8720b4838201fafeac377fcf79e5dc14

Observation f1d6b05d-f9ff-47d0-875b-1d47dc72402b · outbound

This paper cites Low-cost commodity depth sensor comparison and accuracy analysis,.

Noise Analysis and Modeling of the PMD Flexx2 Depth Camera for Robotic Applications Low-cost commodity depth sensor comparison and accuracy analysis,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:43:53.272951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:43:53.134196Z digest=sha256:f1885cc2b15e9ea72f62a6e1e456fa2427f7a763666a0ea23b577375a73f2311

Observation 75609b69-17e0-4f63-9bbf-89e0785ea1e6 · outbound

This paper cites First experiences with kinect v2 sensor for close range 3d modelling,.

Noise Analysis and Modeling of the PMD Flexx2 Depth Camera for Robotic Applications First experiences with kinect v2 sensor for close range 3d modelling,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:43:53.257745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:43:53.139279Z digest=sha256:ff6ecb6c1b18d205707b75ccdb1efaecd03ce41243c6ebf4caf7e3a9c3b2e185

Observation 71d0841c-7d91-45e9-9c9a-36be8d0881ca · outbound

This paper cites metrological qualification of the intel d400™ active stereoscopy cam- eras,.

Noise Analysis and Modeling of the PMD Flexx2 Depth Camera for Robotic Applications metrological qualification of the intel d400™ active stereoscopy cam- eras,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:43:53.242432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:43:53.143646Z digest=sha256:23bd32862399c38b02bab7c3951ea785fffa170d7145c1cf56fc1f8b8f846ccb

Observation bc356e7b-0b1e-46da-97b4-e68f9d7ad378 · outbound

This paper cites 3d sensors for sewer inspection: A quantitative review and analysis,.

Noise Analysis and Modeling of the PMD Flexx2 Depth Camera for Robotic Applications 3d sensors for sewer inspection: A quantitative review and analysis,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:43:53.226221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:43:53.147947Z digest=sha256:eb3ea9aa5328b5a3e888afd31c35c2a9eecf771538f0917b74e477943804f7cd

Observation 3caa78be-1753-4776-a594-a1852db49978 · outbound

This paper cites Evaluation of low-cost depth cameras for agricultural applications,.

Noise Analysis and Modeling of the PMD Flexx2 Depth Camera for Robotic Applications Evaluation of low-cost depth cameras for agricultural applications,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T11:43:53.209583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-11T11:43:53.152294Z digest=sha256:3bf8312a1d75a78c3f8029a52fd87fd3c4fc6eacaf8d7dfd414f05c71d6422b6

Observation 4f932326-e0bc-4ebe-b256-4f18b28d6198 · outbound

This paper cites Noise flow: Noise modeling with conditional normalizing flows,.

Noise Analysis and Modeling of the PMD Flexx2 Depth Camera for Robotic Applications Noise flow: Noise modeling with conditional normalizing flows,

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-11T11:43:53.156895Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T11:43:53.156895Z digest=sha256:edf659705959d7f0552848a0a8cfba1d3038db30d9ea153a3f3b710f0994a51a

Pith citing papers

No inbound Pith citation observations are available.