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Paper Citation Record · LEDGER

Contactless pulse rate assessment: Results and insights for application in driving simulator

As of 23 August 2026, this Paper Citation Record lists 91 of 91 outbound references and 0 inbound Pith citation observations for arXiv:2505.01299.

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

pith.paper-citation-record.v1
2505.01299 v4

Coverage vector

measured 91 of 91 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T04:25:52.706670Z

measured 91 of 91 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+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

91 of 91 outbound references displayed

  • verified exact29
  • verified fuzzy3
  • unresolved43
  • parse uncertain0
  • malformed identifier3
  • metadata mismatch13

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fadc011d-7fcd-4f97-8adc-ee0a1519bf33 · outbound

This paper cites Non -Contact In -Car Monitoring of Heart Rate: Evaluating the Eulerian Video Magnification Algorithm in a Driving Simulator Study.

Contactless pulse rate assessment: Results and insights for application in driving simulator Non -Contact In -Car Monitoring of Heart Rate: Evaluating the Eulerian Video Magnification Algorithm in a Driving Simulator Study

Reference 1

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Observation a831ef5e-a0dc-4381-8739-2262dea31448 · outbound

This paper cites An EO/IR monitoring system for noncontact physiological signal analysis in automated vehicles.

Contactless pulse rate assessment: Results and insights for application in driving simulator An EO/IR monitoring system for noncontact physiological signal analysis in automated vehicles

Reference 2

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Observation 259ee2a8-3b3e-4cf6-92ed-0db637ba29ca · outbound

This paper cites Continuous Monitoring of Heart Rate Variability in Free-Living Conditions Using Wearable Sensors: Exploratory Observational Study.

Contactless pulse rate assessment: Results and insights for application in driving simulator Continuous Monitoring of Heart Rate Variability in Free-Living Conditions Using Wearable Sensors: Exploratory Observational Study

Reference 3

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Observation 43c00eca-b101-4ac3-9dec-550c479b5de2 · outbound

This paper cites Simulation -based driver scoring and profiling system.

Contactless pulse rate assessment: Results and insights for application in driving simulator Simulation -based driver scoring and profiling system

Reference 4

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Observation 0125d97a-bb8c-4b1b-84a4-488314663407 · outbound

This paper cites Leveraging wearable sensors in virtual reality driving simulators: A review of techniques and applications.

Contactless pulse rate assessment: Results and insights for application in driving simulator Leveraging wearable sensors in virtual reality driving simulators: A review of techniques and applications

Reference 5

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Observation 3d8bdcbe-fd99-44ee-be9a-cbef286ae393 · outbound

This paper cites Photoplethysmography revisited: From contact to noncontact, from point to imaging.

Contactless pulse rate assessment: Results and insights for application in driving simulator Photoplethysmography revisited: From contact to noncontact, from point to imaging

Reference 6

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Observation 89fbf919-1fbd-4548-b2d4-7d587063852c · outbound

This paper cites On the reliability of wearable technology: A tutorial on measuring heart rate and heart rate variability in the wild.

Contactless pulse rate assessment: Results and insights for application in driving simulator On the reliability of wearable technology: A tutorial on measuring heart rate and heart rate variability in the wild

Reference 7

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Observation c4857910-666c-4fc6-9041-eb0f25281ba5 · outbound

This paper cites Wearable technologies for electrodermal and cardiac activity measurements: A comparison between fitbit sense, empatica E4 and shimme r GSR3+.

Contactless pulse rate assessment: Results and insights for application in driving simulator Wearable technologies for electrodermal and cardiac activity measurements: A comparison between fitbit sense, empatica E4 and shimme r GSR3+

Reference 8

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Observation 0af7f551-646c-42f0-8d84-2e62e5e7ed76 · outbound

This paper cites Measuring pulse rate with a webcam.

Contactless pulse rate assessment: Results and insights for application in driving simulator Measuring pulse rate with a webcam

Reference 9

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Observation 7c06c068-0bbf-44a4-9251-431e618184d3 · outbound

This paper cites Validation of heart rate extraction using video imaging on a built-in camera system of a smartphone.

Contactless pulse rate assessment: Results and insights for application in driving simulator Validation of heart rate extraction using video imaging on a built-in camera system of a smartphone

Reference 10

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Observation 33e9c7b5-9464-425f-86b1-a6971f2068e1 · outbound

This paper cites Non-contact, automated cardiac pulse measurements using video imaging and blind source separation.

Contactless pulse rate assessment: Results and insights for application in driving simulator Non-contact, automated cardiac pulse measurements using video imaging and blind source separation

Reference 11

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Observation cb9c2dc0-853c-4739-9ccd-3433046a47d3 · outbound

This paper cites Optimal color channel combination across skin tones for remote heart rate measurement in camera -based photoplethysmography.

Contactless pulse rate assessment: Results and insights for application in driving simulator Optimal color channel combination across skin tones for remote heart rate measurement in camera -based photoplethysmography

Reference 12

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Observation b72889df-abd9-4b68-ae9d-a72d00820537 · outbound

This paper cites Eulerian video magnification for revealing subtle changes in the world.

Contactless pulse rate assessment: Results and insights for application in driving simulator Eulerian video magnification for revealing subtle changes in the world

Reference 13

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Observation 8f783976-9151-419c-9d7d-10444126d9fd · outbound

This paper cites Pulse rate assessment: Eulerian video magnification vs.

Contactless pulse rate assessment: Results and insights for application in driving simulator Pulse rate assessment: Eulerian video magnification vs

Reference 14

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Observation c0af3ce4-a5dd-4b00-a708-8a192ff92104 · outbound

This paper cites Phase -based video motion processing.

Contactless pulse rate assessment: Results and insights for application in driving simulator Phase -based video motion processing

Reference 15

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Observation 985ae6e9-4ea3-4bfd-b8a5-b45def5d5b4a · outbound

This paper cites Detecting pulse from head motions in video.

Contactless pulse rate assessment: Results and insights for application in driving simulator Detecting pulse from head motions in video

Reference 16

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Observation 0c160d1e-27c7-409e-b832-9f297c3988f2 · outbound

This paper cites Detecting pulse from head motions using smartphone camera.

Contactless pulse rate assessment: Results and insights for application in driving simulator Detecting pulse from head motions using smartphone camera

Reference 17

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Observation 2828ac20-4421-41d6-91c9-edb604ff8c8d · outbound

This paper cites Quantifying Drivers’ Physiological Responses to Take-Over Requests in Conditionally Automated Vehicles.

Contactless pulse rate assessment: Results and insights for application in driving simulator Quantifying Drivers’ Physiological Responses to Take-Over Requests in Conditionally Automated Vehicles

Reference 18

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Observation 5743cde7-8dd5-4906-b6f3-f4351f609d0f · outbound

This paper cites Spyder-Documentation.

Contactless pulse rate assessment: Results and insights for application in driving simulator Spyder-Documentation

Reference 19

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Observation 286d8fa1-356f-4550-a746-7db192733e0c · outbound

This paper cites Array programming with NumPy.

Contactless pulse rate assessment: Results and insights for application in driving simulator Array programming with NumPy

Reference 20

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Observation 1d719314-dc25-4535-a579-41b42294f80e · outbound

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Contactless pulse rate assessment: Results and insights for application in driving simulator Unresolved cited work

Reference 21

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Observation f61f6928-8534-4d67-bf47-507c45bf11df · outbound

This paper cites SciPy 1.0: Fundamental algorithms for scientific computing in Python.

Contactless pulse rate assessment: Results and insights for application in driving simulator SciPy 1.0: Fundamental algorithms for scientific computing in Python

Reference 22

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Observation 45886c50-6c96-4f6c-9d7c-79df9160d21e · outbound

This paper cites Scikit-learn: Machine learning in Python.

Contactless pulse rate assessment: Results and insights for application in driving simulator Scikit-learn: Machine learning in Python

Reference 23

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Observation 7c184517-5193-47c4-82d2-03f21b5030b2 · outbound

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Contactless pulse rate assessment: Results and insights for application in driving simulator The Python Library Reference, Release 3.8

Reference 24

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Observation 91b70a98-bcc0-479c-a3aa-4a1edb1e2f2b · outbound

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Contactless pulse rate assessment: Results and insights for application in driving simulator Validation of the Empatica E4 wristband

Reference 25

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Observation 5a10c200-bf2c-4cc1-be34-ec7c5d2f724a · outbound

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Contactless pulse rate assessment: Results and insights for application in driving simulator Validity of the Empatica E4 wristband to measure heart rate variability (HRV) parameters: A comparison to electrocardiography (ECG)

Reference 26

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Observation ede2cbec-3f1e-41c9-be93-5c0116ecb40a · outbound

This paper cites Ambulatory heart rate variability monitoring: Comparisons between the empatica e4 wristband and holter electrocardiogram.

Contactless pulse rate assessment: Results and insights for application in driving simulator Ambulatory heart rate variability monitoring: Comparisons between the empatica e4 wristband and holter electrocardiogram

Reference 27

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Contactless pulse rate assessment: Results and insights for application in driving simulator YOLOv8 Docs by Ultralytics (Version 8.0

Reference 28

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Observation b8dc7abc-ae13-4ef2-b964-72ddf8c54760 · outbound

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Contactless pulse rate assessment: Results and insights for application in driving simulator An analysis of the Viola-Jones face detection algorithm

Reference 29

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Contactless pulse rate assessment: Results and insights for application in driving simulator Rapid object detection using a boosted cascade of simple features

Reference 30

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Observation 51f69cc5-168a-485d-a57f-6e8137d4cb7b · outbound

This paper cites Generalized face anti -spoofing by detecting pulse from face videos.

Contactless pulse rate assessment: Results and insights for application in driving simulator Generalized face anti -spoofing by detecting pulse from face videos

Reference 31

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Observation 7371b5db-4a60-4bc6-b4da-c6db88887bcd · outbound

This paper cites Digital Image Processing; Pearson Education India: Delhi, India, 2009.

Contactless pulse rate assessment: Results and insights for application in driving simulator Digital Image Processing; Pearson Education India: Delhi, India, 2009

Reference 32

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Observation 313e1428-94e4-485e-954a-13429e8cc3fb · outbound

This paper cites The architecture and performance of the face and eyes detection system based on the Haar cascade classifiers.

Contactless pulse rate assessment: Results and insights for application in driving simulator The architecture and performance of the face and eyes detection system based on the Haar cascade classifiers

Reference 33

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Observation aae4624c-9406-4166-9ef2-15a09f74ce5f · outbound

This paper cites Face Detection Accuracy Study Based on Race and Gender Factor Using Haar Cascades; CEUR Workshop Proceedings: Aachen, Germany, 2020; Volume 2667, pp.

Contactless pulse rate assessment: Results and insights for application in driving simulator Face Detection Accuracy Study Based on Race and Gender Factor Using Haar Cascades; CEUR Workshop Proceedings: Aachen, Germany, 2020; Volume 2667, pp

Reference 34

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Observation 452dc976-a742-44ea-9ab6-1d3c2818464a · outbound

This paper cites Pulse rate variability analysis using remote photoplethysmography signals.

Contactless pulse rate assessment: Results and insights for application in driving simulator Pulse rate variability analysis using remote photoplethysmography signals

Reference 35

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Observation 31fa314a-93f1-46d1-875e-378f64ed6991 · outbound

This paper cites Unifying frame rate and temporal dilations for improved remote pulse detection.

Contactless pulse rate assessment: Results and insights for application in driving simulator Unifying frame rate and temporal dilations for improved remote pulse detection

Reference 36

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Observation 69a27407-2f47-4e5f-9d27-0875643c4a83 · outbound

This paper cites Uncertainties in the analysis of heart rate variability: A systematic review.

Contactless pulse rate assessment: Results and insights for application in driving simulator Uncertainties in the analysis of heart rate variability: A systematic review

Reference 37

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source=pdf_text observed=2026-08-16T04:25:52.472638Z digest=sha256:bcda1e4065fc9ddf6bbc48662d1ca9d53408d1fbd085a1c75d9275716cc8087c

Observation 5c84740e-fc89-40b9-9e3c-1d8921974bd2 · outbound

This paper cites Clinically accurate fetal ECG parameters acquired from maternal abdominal sensors.

Contactless pulse rate assessment: Results and insights for application in driving simulator Clinically accurate fetal ECG parameters acquired from maternal abdominal sensors

Reference 38

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source=pdf_text observed=2026-08-16T04:25:52.476507Z digest=sha256:1b766dcb7a210590325ba740b9a8c285188a878c4e13972e377e2f78fbceb1c3

Observation 526095ff-9851-436a-a077-511f1ee6db5d · outbound

This paper cites Guidelines for the management of atrial fibrillation: The Task Force for the Management of Atrial Fibrillation of the European Society of Cardiology (ESC).

Contactless pulse rate assessment: Results and insights for application in driving simulator Guidelines for the management of atrial fibrillation: The Task Force for the Management of Atrial Fibrillation of the European Society of Cardiology (ESC)

Reference 39

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source=pdf_text observed=2026-08-16T04:25:52.480529Z digest=sha256:af590267300ea7577564baaafc726a212918dd27c4ce09546becaeef63a6a670

Observation 35e734bb-46bd-40f7-90f1-1a26fd065f14 · outbound

This paper cites The efficiency of 10 -second resting heart rate for the evaluation of short -term heart rate variability indices.

Contactless pulse rate assessment: Results and insights for application in driving simulator The efficiency of 10 -second resting heart rate for the evaluation of short -term heart rate variability indices

Reference 40

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source=pdf_text observed=2026-08-16T04:25:52.488494Z digest=sha256:80bb8129e1b5a62e8ad9030fcbbcd5b25305c85ca4e57237cd55223538fd5af5

Observation a9c50bb8-3b7d-4887-bde6-76edc1d9f196 · outbound

This paper cites A new algorithm for fetal heart rate detection: Fractional order calculus approach.

Contactless pulse rate assessment: Results and insights for application in driving simulator A new algorithm for fetal heart rate detection: Fractional order calculus approach

Reference 41

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source=pdf_text observed=2026-08-16T04:25:52.492888Z digest=sha256:4a050c9a073c8e180e437acad8e07ed954a277d3249ce41453f85360184a91e4

Observation 33a6d80d-10c1-4907-9c7b-ab57faf321ee · outbound

This paper cites Webcam -based, non-contact, real-time measurement for the physiological parameters of drivers.

Contactless pulse rate assessment: Results and insights for application in driving simulator Webcam -based, non-contact, real-time measurement for the physiological parameters of drivers

Reference 42

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source=pdf_text observed=2026-08-16T04:25:52.497049Z digest=sha256:0e5699b08e637fa6dd5a7c601a40cdbb4cb7c2dae9806c5fec0516e8924fa058

Observation 277e03c2-86fa-4f06-b7d2-942a64ee5c64 · outbound

This paper cites Speed up Eulerian Video Motion Magnification.

Contactless pulse rate assessment: Results and insights for application in driving simulator Speed up Eulerian Video Motion Magnification

Reference 43

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source=pdf_text observed=2026-08-16T04:25:52.501650Z digest=sha256:3078b7149b9fb0919e59440ef21df46bf613b31e54e5b23e9c9f92162fdfa8cc

Observation 355a0160-d173-45eb-a3c4-4ce3952712da · outbound

This paper cites Cardiovascular Physiology Concepts; Lippincott Williams & Wilkins: Philadelphia, PA, USA, 2011.

Contactless pulse rate assessment: Results and insights for application in driving simulator Cardiovascular Physiology Concepts; Lippincott Williams & Wilkins: Philadelphia, PA, USA, 2011

Reference 44

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source=pdf_text observed=2026-08-16T04:25:52.506488Z digest=sha256:4e52d0c2672512d456b2fb08726d125b86487a1ca3bc7cd08f808b84d8834012

Observation bac6f5ce-3ce6-42c7-99ed-86d4b97bf292 · outbound

This paper cites A comparative survey of methods for remote heart rate detection from frontal face videos.

Contactless pulse rate assessment: Results and insights for application in driving simulator A comparative survey of methods for remote heart rate detection from frontal face videos

Reference 45

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source=pdf_text observed=2026-08-16T04:25:52.511335Z digest=sha256:d697f7e5895821bc52d2ebc45ece9a558359287bf5504bfbd19fe3387f31ce47

Observation 568a4e73-702f-49ad-93e6-93130a86f3d1 · outbound

This paper cites Resource Optimization of the Eulerian Video Magnification Algorithm Towards an Embedded Architecture.

Contactless pulse rate assessment: Results and insights for application in driving simulator Resource Optimization of the Eulerian Video Magnification Algorithm Towards an Embedded Architecture

Reference 46

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T04:25:52.515962Z digest=sha256:69a472fa7a935241a5eee4eac29ac6f8a68de893d176c7967ad11c3e7efe9dbe

Observation 214404e7-9bc3-4235-b59e-1126a7bbdcc2 · outbound

This paper cites Accelerating Eulerian video magnification using FPGA.

Contactless pulse rate assessment: Results and insights for application in driving simulator Accelerating Eulerian video magnification using FPGA

Reference 47

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raw_fallback, observed 2026-08-16T04:25:54.342133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T04:25:52.520575Z digest=sha256:ed1c118a433cefdac34bbf99f7f555fa9a8b57af9abe4b5a2aab013000dce2a5

Observation 04dafda0-6ff2-4e91-8d41-b0b60a35f2ac · outbound

This paper cites Pattern Recognition and Machine Learning; Springer: New York, NY, USA, 2006; Volume 4, Number 4, p.

Contactless pulse rate assessment: Results and insights for application in driving simulator Pattern Recognition and Machine Learning; Springer: New York, NY, USA, 2006; Volume 4, Number 4, p

Reference 48

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source=pdf_text observed=2026-08-16T04:25:52.524266Z digest=sha256:8f97e2f0d21047f58b6be7e6a1b2d203f778acdf8828cbbe96737def000600ab

Observation caeb3d2a-f184-4d1a-ae26-be95666ce88f · outbound

This paper cites Motion artifacts removal and evaluation techniques for functional near -infrared spectroscopy signals: A review.

Contactless pulse rate assessment: Results and insights for application in driving simulator Motion artifacts removal and evaluation techniques for functional near -infrared spectroscopy signals: A review

Reference 49

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raw_fallback, observed 2026-08-16T04:25:54.272786Z

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source=pdf_text observed=2026-08-16T04:25:52.529332Z digest=sha256:6058b6f40abfef497006e802624a71b87f3f8943b9adc5074addf9208b135af6

Observation f07003af-8c77-4c06-93b5-536c9990a96f · outbound

This paper cites Analysis and detection R -peak detection using Modified Pan-Tompkins algorithm.

Contactless pulse rate assessment: Results and insights for application in driving simulator Analysis and detection R -peak detection using Modified Pan-Tompkins algorithm

Reference 50

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source=pdf_text observed=2026-08-16T04:25:52.533329Z digest=sha256:6f62750601409c9e42af2d5117a2984c1a838d19fefe20f74df3526c43732877

Observation 89657bb7-26b1-4188-8f72-340f0ae970d4 · outbound

This paper cites An optimally designed digital differentiator based preprocessor for R-peak detection in electrocardiogram signal.

Contactless pulse rate assessment: Results and insights for application in driving simulator An optimally designed digital differentiator based preprocessor for R-peak detection in electrocardiogram signal

Reference 51

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source=pdf_text observed=2026-08-16T04:25:52.536520Z digest=sha256:eeb29b542790829d7fc21545eb9ede097c8c32061d1b7be7e82b6a40f60e4fc4

Observation dc0d1398-028c-44ea-b45b-0563274ad16f · outbound

This paper cites Physiological responses to simulated and on -road driving.

Contactless pulse rate assessment: Results and insights for application in driving simulator Physiological responses to simulated and on -road driving

Reference 52

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-16T04:25:52.540410Z digest=sha256:b3d91d6c14d48d8c933a7a3b5a93c85731faefd2b2d62d35774c6f5a1a05eeeb

Observation 749121b1-8f45-40f9-aeb4-30bf7be461fd · outbound

This paper cites A Specialized System for Arrhythmia Detection for Basic Research in Cardiology.

Contactless pulse rate assessment: Results and insights for application in driving simulator A Specialized System for Arrhythmia Detection for Basic Research in Cardiology

Reference 53

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source=pdf_text observed=2026-08-16T04:25:52.544856Z digest=sha256:37499dcf0923fa967038dd75b205bf223053823eaa6c6262d6f41b3089f04d67

Observation 702a2d8c-b7e2-4245-b08c-fa268aec99ce · outbound

This paper cites Biofingerprint detection of corona 24 virus using Raman spectroscopy: A novel approach.

Contactless pulse rate assessment: Results and insights for application in driving simulator Biofingerprint detection of corona 24 virus using Raman spectroscopy: A novel approach

Reference 54

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No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T04:25:52.550685Z digest=sha256:c8c9f092c148291b80acff752ca2f214ff55c6e6ceb2a4db444f30ca8f915135

Observation 445d1766-0f8b-4da3-bec9-2f234b99875f · outbound

This paper cites Comparison of values of Pearson’s and Spearman’s correlation coefficients on the same sets of data.

Contactless pulse rate assessment: Results and insights for application in driving simulator Comparison of values of Pearson’s and Spearman’s correlation coefficients on the same sets of data

Reference 55

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source=pdf_text observed=2026-08-16T04:25:52.555210Z digest=sha256:4e2eb207421b4225dd8e204fce6ef969dbacde7e4445f8c47739ecc0f557443e

Observation ae68008c-2b66-4146-857a-8230d8d976ea · outbound

This paper cites A Tutorial on Principal Components Analysis ; University of Otago: Otago, New Zealand, 2002.

Contactless pulse rate assessment: Results and insights for application in driving simulator A Tutorial on Principal Components Analysis ; University of Otago: Otago, New Zealand, 2002

Reference 56

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source=pdf_text observed=2026-08-16T04:25:52.560160Z digest=sha256:6227d12be9a8163fba92208b11a50bfe25886f0d40df8b7d81d8d9dad6f60f62

Observation 24b75f41-83cf-4cc1-9845-65531d6c8e47 · outbound

This paper cites Remote Photoplethysmograph Signal Measurement from Facial Videos Using Spatio-Temporal Networks.

Contactless pulse rate assessment: Results and insights for application in driving simulator Remote Photoplethysmograph Signal Measurement from Facial Videos Using Spatio-Temporal Networks

Reference 57

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source=pdf_text observed=2026-08-16T04:25:52.565250Z digest=sha256:168dee9b6d60f9a0df8414b3b9e74ed7f7f2a2eed9ba52bfcc623cd741e78a2c

Observation 94974dd3-cd7c-4932-9fb9-958b3a7d009a · outbound

This paper cites Empatica E3—A wearable wireless multi-sensor device for real-time computerized biofeedback and data acquisition.

Contactless pulse rate assessment: Results and insights for application in driving simulator Empatica E3—A wearable wireless multi-sensor device for real-time computerized biofeedback and data acquisition

Reference 58

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source=pdf_text observed=2026-08-16T04:25:52.570072Z digest=sha256:aeeb75ed0da37cbcdec8492a5ba60d06ccec5ec0b809097a7aea87c5ac669bfe

Observation ae034477-4d2d-4cb9-89ac-c6c1427a245d · outbound

This paper cites Heart rate estimation from wrist- worn photoplethysmography: A review.

Contactless pulse rate assessment: Results and insights for application in driving simulator Heart rate estimation from wrist- worn photoplethysmography: A review

Reference 59

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No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T04:25:52.574388Z digest=sha256:84cc02773a3fb67f1a8381a1b3dd6698d5a22cd75317e1fbd80a03dd281f5492

Observation 93ce5b8b-1f7a-4bab-ae68-492561f2b8d8 · outbound

This paper cites Remote photoplethysmography for heart rate measurement: A review.

Contactless pulse rate assessment: Results and insights for application in driving simulator Remote photoplethysmography for heart rate measurement: A review

Reference 60

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source=pdf_text observed=2026-08-16T04:25:52.578429Z digest=sha256:e5a2c78fb95b1cff5de2dda231e9b8a81caa43f5141e31e9cbe66d1e80516b86

Observation f472eb07-b429-4850-b9e8-89818d47f393 · outbound

This paper cites Unsupervised skin tissue segmentation for remote photoplethysmography.

Contactless pulse rate assessment: Results and insights for application in driving simulator Unsupervised skin tissue segmentation for remote photoplethysmography

Reference 61

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source=pdf_text observed=2026-08-16T04:25:52.582691Z digest=sha256:442832e73e1d7b370db980185d7063e2b6cc2a4f675378efa3dba6959f48b295

Observation ffbb5a8a-19a5-413b-819d-7196dc45d55a · outbound

This paper cites Video- based heart rate estimation from challenging scenarios using synthetic video generation.

Contactless pulse rate assessment: Results and insights for application in driving simulator Video- based heart rate estimation from challenging scenarios using synthetic video generation

Reference 62

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source=pdf_text observed=2026-08-16T04:25:52.587229Z digest=sha256:fc974dc6eda918c394136c38f330d5a8baf4aed9766f3f647d94b27cd222d8fb

Observation aba6ae64-79e5-4232-96d0-afc9ba9a6ae9 · outbound

This paper cites Implementation of haar cascade classifier and eye aspect ratio for driver drowsiness detection using raspberry Pi.

Contactless pulse rate assessment: Results and insights for application in driving simulator Implementation of haar cascade classifier and eye aspect ratio for driver drowsiness detection using raspberry Pi

Reference 63

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source=pdf_text observed=2026-08-16T04:25:52.592923Z digest=sha256:e62fcf2b67cd363acb93a19610cb61f3329b9cddecd7c14cbad66562af7f7211

Observation e38b3e12-0530-41de-85c2-689de6b86438 · outbound

This paper cites Investigating sources of inaccuracy in wearable optical heart rate sensors.

Contactless pulse rate assessment: Results and insights for application in driving simulator Investigating sources of inaccuracy in wearable optical heart rate sensors

Reference 64

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doi_truncated, observed 2026-08-16T04:25:53.021004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T04:25:52.597479Z digest=sha256:36bbdade73f4dc0744cbf53b5ef62ccc0a2d4645088af13b30db92478db1eef0

Observation 502838d4-fda5-4bd0-9112-9047a5a92d4f · outbound

This paper cites Validity of the Empatica E4 wristband to estimate resting-state heart rate variability in a lab-based context.

Contactless pulse rate assessment: Results and insights for application in driving simulator Validity of the Empatica E4 wristband to estimate resting-state heart rate variability in a lab-based context

Reference 65

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No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T04:25:52.601990Z digest=sha256:9d6fdea9e0a27eb71abdeab6941b42b558181ae1b0ef3b089058aa84e07fd497

Observation f714280f-9a07-4df4-a3ca-8078399e1894 · outbound

This paper cites Distress Detection in VR environment using Empatica E4 wristband and Bittium Faros 360.

Contactless pulse rate assessment: Results and insights for application in driving simulator Distress Detection in VR environment using Empatica E4 wristband and Bittium Faros 360

Reference 66

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raw_fallback, observed 2026-08-16T04:25:53.736394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T04:25:52.606578Z digest=sha256:26942d99307041568689131fdc146f55269f859c93397c9de69d75bc699a3966

Observation 34760c1b-bddd-485f-b689-09769e91399b · outbound

This paper cites -S.; Jäntti, H.

Contactless pulse rate assessment: Results and insights for application in driving simulator -S.; Jäntti, H

Reference 67

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No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T04:25:52.611997Z digest=sha256:beaae393b817c73158608d6b69efbfc812273dd63d59ed7497b2e1cc6de44982

Observation 7d270d94-4baa-4861-96e5-f9513c9ba837 · outbound

This paper cites Robust confidence intervals for effect sizes: A comparative study of Cohen’s d and Cliff’s delta under non -normality and heterogeneous variances.

Contactless pulse rate assessment: Results and insights for application in driving simulator Robust confidence intervals for effect sizes: A comparative study of Cohen’s d and Cliff’s delta under non -normality and heterogeneous variances

Reference 68

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T04:25:52.616135Z digest=sha256:3a41216a0aa75f63834881d0f9bd2a0197111a96146e00ba7676e964c57f2731

Observation 923f83a8-2dc4-4b93-941d-12f1a3ce4696 · outbound

This paper cites Mmpd: Multi-domain mobile video physiology dataset.

Contactless pulse rate assessment: Results and insights for application in driving simulator Mmpd: Multi-domain mobile video physiology dataset

Reference 69

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no resolver link, observed 2026-08-16T04:25:52.619963Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-16T04:25:52.619963Z digest=sha256:66ef770497cad4cc65bfd6ee02fa1862975582d2cc232c57424b523d2c7e7d90

Observation a86a6010-14fa-4e19-a7fc-7a6d6713fbd7 · outbound

This paper cites Fusion method to estimate heart rate from facial videos based on RPPG and RBCG.

Contactless pulse rate assessment: Results and insights for application in driving simulator Fusion method to estimate heart rate from facial videos based on RPPG and RBCG

Reference 70

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source=pdf_text observed=2026-08-16T04:25:52.624183Z digest=sha256:90e1de525c65a544fb58682d13eb33af87f023aa9e2b60ce6e13f82bb5480699

Observation 1ccb1427-67cc-44f5-aa80-aef7429bbdc9 · outbound

This paper cites Non-Contact Health Monitoring During Daily Personal Care Routines.

Contactless pulse rate assessment: Results and insights for application in driving simulator Non-Contact Health Monitoring During Daily Personal Care Routines

Reference 71

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verified exact
doi, observed 2026-08-16T04:25:52.969923Z

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No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T04:25:52.629187Z digest=sha256:366615171a5e201f9b0126d8d6fe218b17164f83b35681faeeade282ec2bfa7a

Observation bec4e9f1-67bb-410b-9d4d-d43606f55903 · outbound

This paper cites Contactless heart rate estimation from face videos.

Contactless pulse rate assessment: Results and insights for application in driving simulator Contactless heart rate estimation from face videos

Reference 72

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verified exact
raw_fallback, observed 2026-08-16T04:25:53.593292Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 02465218-24c0-44de-86e5-f6514cfb77dd · outbound

This paper cites Real -time realizable mobile imaging photoplethysmography.

Contactless pulse rate assessment: Results and insights for application in driving simulator Real -time realizable mobile imaging photoplethysmography

Reference 73

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 8a5762a4-4434-4a5f-8bef-c896f3665de7 · outbound

This paper cites Imaging photoplethysmography: A real-time signal quality index.

Contactless pulse rate assessment: Results and insights for application in driving simulator Imaging photoplethysmography: A real-time signal quality index

Reference 74

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation ffc499e6-2a7d-4aa4-97a7-92fcffe40563 · outbound

This paper cites Twenty -four hour time domain heart rate variability and heart rate: Relations to age and gender over nine decades.

Contactless pulse rate assessment: Results and insights for application in driving simulator Twenty -four hour time domain heart rate variability and heart rate: Relations to age and gender over nine decades

Reference 75

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 4340f3a0-426e-4484-8e9a-f800cd2473d9 · outbound

This paper cites Non -contact pulse rate measurement using facial videos.

Contactless pulse rate assessment: Results and insights for application in driving simulator Non -contact pulse rate measurement using facial videos

Reference 76

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no resolver link, observed 2026-08-16T04:25:52.649204Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T04:25:52.649204Z digest=sha256:feb0dac7026caff848bc68a557965e2bbef6aab0c30a50ea706c0f375c2d59ce

Observation 1d873684-f35a-4fee-8090-372c83b0b5ad · outbound

This paper cites Non-contact video-based estimation of heart rate variability spectrogram from hemoglobin composition.

Contactless pulse rate assessment: Results and insights for application in driving simulator Non-contact video-based estimation of heart rate variability spectrogram from hemoglobin composition

Reference 77

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verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 7ae0b087-8371-44cb-9ed2-0e25f32a9e95 · outbound

This paper cites Evaluating the Empatica E4 derived heart rate and heart rate variability measures in older men and women.

Contactless pulse rate assessment: Results and insights for application in driving simulator Evaluating the Empatica E4 derived heart rate and heart rate variability measures in older men and women

Reference 78

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 20b3e236-0ed2-40c7-a0d0-235695bdc4a2 · outbound

This paper cites Comparison of Apple watch vs KardiaMobile: A tale of two devices.

Contactless pulse rate assessment: Results and insights for application in driving simulator Comparison of Apple watch vs KardiaMobile: A tale of two devices

Reference 79

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no resolver link, observed 2026-08-16T04:25:52.662015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 5a2055f3-bb97-4f4a-9930-aaeec783c8c1 · outbound

This paper cites The normal range and determinants of the intrinsic heart rate in man.

Contactless pulse rate assessment: Results and insights for application in driving simulator The normal range and determinants of the intrinsic heart rate in man

Reference 80

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verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation fcd3b3bf-944c-4dfb-b720-cb94507cfb2d · outbound

This paper cites The use of heart rate in a driving simulator as an indicator of age-related differences in driver workload.

Contactless pulse rate assessment: Results and insights for application in driving simulator The use of heart rate in a driving simulator as an indicator of age-related differences in driver workload

Reference 81

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation e86e7aa3-56dc-4658-8f9f-64600dd1c7d4 · outbound

This paper cites Dataset comprising extracted R, G, and B components for assessment of remote photopletismography (Version 1) [Data set].

Contactless pulse rate assessment: Results and insights for application in driving simulator Dataset comprising extracted R, G, and B components for assessment of remote photopletismography (Version 1) [Data set]

Reference 82

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verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 0a6b52ff-edbb-45c7-b1c4-5b30f10d6412 · outbound

This paper cites Contactless physiological signals extraction based on skin color magnification.

Contactless pulse rate assessment: Results and insights for application in driving simulator Contactless physiological signals extraction based on skin color magnification

Reference 83

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verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 04b855ad-a18e-47fb-aae8-0a73d6a310c5 · outbound

This paper cites A deep learning approach for face detection using YOLO.

Contactless pulse rate assessment: Results and insights for application in driving simulator A deep learning approach for face detection using YOLO

Reference 84

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 1cfd0f16-f429-486c-827e-6e42e5fdfa2e · outbound

This paper cites Skin segmentation using color pixel classification: Analysis and comparison.

Contactless pulse rate assessment: Results and insights for application in driving simulator Skin segmentation using color pixel classification: Analysis and comparison

Reference 85

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no resolver link, observed 2026-08-16T04:25:52.685685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 6fa62f21-2a99-4b91-b0ad-3d26d6f145ed · outbound

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

Contactless pulse rate assessment: Results and insights for application in driving simulator You only look once: Unified, real -time object detection

Reference 86

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unresolved
no resolver link, observed 2026-08-16T04:25:52.689704Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation fe0d8e5d-bce5-43d6-9e5a-851249f51068 · outbound

This paper cites The Evaluation of Remote Monitoring Technology Across Participants with Different Skin Tones.

Contactless pulse rate assessment: Results and insights for application in driving simulator The Evaluation of Remote Monitoring Technology Across Participants with Different Skin Tones

Reference 87

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unresolved
no resolver link, observed 2026-08-16T04:25:52.693810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T04:25:52.693810Z digest=sha256:fd1a7af0759c7b2c8738c805673ac647929d25751c4f1653a407b42293274503

Observation b5264371-9227-4fad-b80d-8190408257f2 · outbound

This paper cites Evaluation of Remote Monitoring Technology across 26 different skin tone participants.

Contactless pulse rate assessment: Results and insights for application in driving simulator Evaluation of Remote Monitoring Technology across 26 different skin tone participants

Reference 88

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verified exact
doi, observed 2026-08-16T04:25:52.778659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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Observation 21792d14-4e00-42c7-93af-478056b63e1e · outbound

This paper cites Detecting Deepfake Videos Using Euler Video Magnification.

Contactless pulse rate assessment: Results and insights for application in driving simulator Detecting Deepfake Videos Using Euler Video Magnification

Reference 89

Resolution
verified exact
local_arxiv, observed 2026-08-16T04:25:52.766321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T04:25:52.702441Z digest=sha256:2d4b28f1edf9d60e68bc487743af309868862b041a15fd5bc4f5b6985656a51c

Observation 5ab00c5e-d082-4a7b-b85a-a4249d59d2d9 · outbound

This paper cites Deepfakes detection based on heart rate estimation: Single-and multi-frame.

Contactless pulse rate assessment: Results and insights for application in driving simulator Deepfakes detection based on heart rate estimation: Single-and multi-frame

Reference 90

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verified exact
doi, observed 2026-08-16T04:25:52.749174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T04:25:52.706670Z digest=sha256:d60d92269511a5d19f8446f496758ed7afa3295ec71356ddbd0ef8db4b94f215

Observation c56c97dc-686f-4791-8ed7-759a6a52a6d2 · outbound

This paper cites an unresolved cited work.

Contactless pulse rate assessment: Results and insights for application in driving simulator Unresolved cited work

Reference 2429

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unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Pith citing papers

No inbound Pith citation observations are available.