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Paper Citation Record · LEDGER

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination

As of 10 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 0 inbound Pith citation observations for arXiv:2606.03774.

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

pith.paper-citation-record.v1
2606.03774 v1

Coverage vector

measured 44 of 44 reference resolution

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Source: paper_references, paper_reference_links, observed 2026-06-28T10:53:26.384173Z

measured 44 of 44 standing notices

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Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

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measured 0 of 1 external citation measurements

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Reference resolution

44 of 44 outbound references displayed

  • verified exact6
  • verified fuzzy0
  • unresolved37
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

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Outbound references

Observation 1d412063-a94f-4b3e-b2d7-ccd4e882584d · outbound

This paper cites Ego4d: Around the world in 3,000 hours of egocentric video.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination Ego4d: Around the world in 3,000 hours of egocentric video

Reference 1

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Observation 71c19089-ba84-4ac4-bb33-4fe4409a43c3 · outbound

This paper cites Springer Science & Business Media, 2006.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination Springer Science & Business Media, 2006

Reference 2

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Observation 8e101f2e-2cea-4656-a00b-aa4ac577335c · outbound

This paper cites Advantages of eye-gaze over head-gaze- based selection in virtual and augmented reality under varying field of views.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination Advantages of eye-gaze over head-gaze- based selection in virtual and augmented reality under varying field of views

Reference 3

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Observation 9f762538-2876-412c-9850-b7a76f34e60b · outbound

This paper cites The eye in extended reality: A survey on gaze interaction and eye tracking in head-worn extended reality.ACM Computing Surveys (CSUR), 55(3):1–39, 2022.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination The eye in extended reality: A survey on gaze interaction and eye tracking in head-worn extended reality.ACM Computing Surveys (CSUR), 55(3):1–39, 2022

Reference 4

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Observation 35989b54-c7cb-40a4-a0be-9f83f16db3e2 · outbound

This paper cites Strategies for enhancing automatic fixation detection in head-mounted eye tracking.Behavior Research Methods, 56(6):6276–6298, 2024.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination Strategies for enhancing automatic fixation detection in head-mounted eye tracking.Behavior Research Methods, 56(6):6276–6298, 2024

Reference 5

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Observation ed9339e6-ac2c-49a4-9039-e8e3e9079b0c · outbound

This paper cites A dual mobile eye tracking study on natural eye contact during live interactions.Scientific Reports, 13(1):11385, 2023.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination A dual mobile eye tracking study on natural eye contact during live interactions.Scientific Reports, 13(1):11385, 2023

Reference 6

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Observation ac46a1af-c53a-4258-bdf8-061fc286d5c5 · outbound

This paper cites GazeGPT: Augmenting Human Capabilities using Gaze-contingent Contextual AI for Smart Eyewear.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination GazeGPT: Augmenting Human Capabilities using Gaze-contingent Contextual AI for Smart Eyewear

Reference 7

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Observation 6aeccba8-f91e-4aca-9280-e305565ac5fd · outbound

This paper cites Rethinking Eye-blink: Assessing Task Difficulty through Physiological Rep- resentation of Spontaneous Blinking.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination Rethinking Eye-blink: Assessing Task Difficulty through Physiological Rep- resentation of Spontaneous Blinking

Reference 8

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Observation 6ae64944-b877-45c3-86cc-369e25e65217 · outbound

This paper cites Tobii glasses x.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination Tobii glasses x

Reference 9

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Observation 9ad248a1-6996-4062-a358-d51d6c8f09a8 · outbound

This paper cites Pupil neon.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination Pupil neon

Reference 10

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Observation e7f6fd7d-c774-4ee5-8a29-274d3c683b57 · outbound

This paper cites Aria Gen 2 Pilot Dataset.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination Aria Gen 2 Pilot Dataset

Reference 11

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Observation 98538dfc-fc9e-4a7e-aa8a-65ebfe80be6c · outbound

This paper cites Pure: Robust pupil detection for real-time pervasive eye tracking.Computer Vision and Image Understanding, 170:40–50, 2018.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination Pure: Robust pupil detection for real-time pervasive eye tracking.Computer Vision and Image Understanding, 170:40–50, 2018

Reference 12

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Observation f5756a14-b890-40af-84ae-fe0a5260a869 · outbound

This paper cites Pupil detection for head-mounted eye tracking in the wild: an evaluation of the state of the art.Machine Vision and Applications, 27(8):1275–1288, 2016.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination Pupil detection for head-mounted eye tracking in the wild: an evaluation of the state of the art.Machine Vision and Applications, 27(8):1275–1288, 2016

Reference 13

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Observation efeb8d45-ca04-4433-8db4-16da3ec8b5f9 · outbound

This paper cites Purest: Robust pupil tracking for real-time pervasive eye tracking.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination Purest: Robust pupil tracking for real-time pervasive eye tracking

Reference 14

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Observation b9563d27-23cb-4553-be38-eea13a6713f2 · outbound

This paper cites Enhancing mobile eye-tracking in extreme urban lighting con- ditions.Bulletin of the Polish Academy of Sciences Technical Sciences, pages e152709–e152709, 2025.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination Enhancing mobile eye-tracking in extreme urban lighting con- ditions.Bulletin of the Polish Academy of Sciences Technical Sciences, pages e152709–e152709, 2025

Reference 15

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Observation 1f8efe28-138c-48bc-b0c3-235ddbfccd11 · outbound

This paper cites Energy-aware benchmarking of wearable eye trackers.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination Energy-aware benchmarking of wearable eye trackers

Reference 16

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Observation 38f02a8f-1dd2-4cb0-8412-1100d56bb83b · outbound

This paper cites Sfh 4050.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination Sfh 4050

Reference 17

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Observation 86c3665c-faf3-45b0-a798-c4d35f911b93 · outbound

This paper cites an unresolved cited work.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination Unresolved cited work

Reference 18

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Observation 1a69f84e-8b92-4382-a177-4db0cae2190a · outbound

This paper cites It starts with iGaze: Visual attention driven networking with smart glasses.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination It starts with iGaze: Visual attention driven networking with smart glasses

Reference 19

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Observation 90a46f25-458c-43ce-bcef-6fe09bb88ab3 · outbound

This paper cites iShadow: Design of a wearable, real-time mobile gaze tracker.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination iShadow: Design of a wearable, real-time mobile gaze tracker

Reference 20

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Observation 8b27e71d-0ada-4b15-9576-733f2ed557a0 · outbound

This paper cites Marlin, and Christopher Salthouse.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination Marlin, and Christopher Salthouse

Reference 21

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Observation 8bc71811-4e54-47e0-b25e-2c268d186ff5 · outbound

This paper cites Battery-Free Eye Tracker on Glasses.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination Battery-Free Eye Tracker on Glasses

Reference 22

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Observation ad910c9e-af5d-422e-8923-c447a94b5413 · outbound

This paper cites an unresolved cited work.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination Unresolved cited work

Reference 23

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Observation 361a5f4e-7015-4349-83c0-6c0368abd4d6 · outbound

This paper cites GazeTrak: Exploring Acoustic-based Eye Tracking on a Glass Frame.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination GazeTrak: Exploring Acoustic-based Eye Tracking on a Glass Frame

Reference 24

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Observation c11ceafe-ffea-4cb1-8cb7-3a5babdd439a · outbound

This paper cites Wearable EOG goggles: Eye-based interaction in everyday environments.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination Wearable EOG goggles: Eye-based interaction in everyday environments

Reference 25

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Observation eceaaee3-9e15-4bac-afaf-8ceb4939598f · outbound

This paper cites SAM 2: Segment Anything in Images and Videos.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination SAM 2: Segment Anything in Images and Videos

Reference 26

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Observation 5087676c-b224-4fa9-945d-6b4ad06c2eba · outbound

This paper cites Robust real-time pupil tracking in highly off-axis images.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination Robust real-time pupil tracking in highly off-axis images

Reference 27

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Observation e74ca30d-b9e7-4efa-900f-5dad0a91665f · outbound

This paper cites ExCuSe: Robust pupil detection in real-world scenarios.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination ExCuSe: Robust pupil detection in real-world scenarios

Reference 28

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Observation 577a99b1-25ab-4999-8986-d88147e9680c · outbound

This paper cites Santini, Thomas Kübler, and Enkelejda Kasneci.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination Santini, Thomas Kübler, and Enkelejda Kasneci

Reference 29

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Observation 6e659928-f8f7-4c6b-b5a6-ab30acc0ff04 · outbound

This paper cites Labelled pupils in the wild: A dataset for studying pupil detection in unconstrained environments.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination Labelled pupils in the wild: A dataset for studying pupil detection in unconstrained environments

Reference 30

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Observation 119bd79d-ddbf-42f7-8259-97c4cd080d20 · outbound

This paper cites Nvgaze: An anatomically-informed dataset for low-latency, near-eye gaze estimation.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination Nvgaze: An anatomically-informed dataset for low-latency, near-eye gaze estimation

Reference 31

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Observation 6ef1119a-006d-4f42-9ba7-55db592a8b79 · outbound

This paper cites OpenEDS: Open Eye Dataset.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination OpenEDS: Open Eye Dataset

Reference 32

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Observation 76de0d15-98e3-4f6b-b964-d2adfdff1304 · outbound

This paper cites MagicEyes: A Large Scale Eye Gaze Estimation Dataset for Mixed Reality.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination MagicEyes: A Large Scale Eye Gaze Estimation Dataset for Mixed Reality

Reference 33

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Observation cee0f1b0-b43c-4621-9e28-cada59eebf59 · outbound

This paper cites TEyeD: Over 20 million real-world eye images with pupil, eyelid, and iris 2d and 3d segmentations, 2d and 3d landmarks, 3d eyeball, gaze vector, and eye movement types.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination TEyeD: Over 20 million real-world eye images with pupil, eyelid, and iris 2d and 3d segmentations, 2d and 3d landmarks, 3d eyeball, gaze vector, and eye movement types

Reference 34

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Observation 75d82222-9ef5-4864-a812-b78a94315c57 · outbound

This paper cites PupilNet v2.0: Convolutional Neural Networks for CPU based real time Robust Pupil Detection.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination PupilNet v2.0: Convolutional Neural Networks for CPU based real time Robust Pupil Detection

Reference 35

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local_arxiv, observed 2026-07-02T02:26:27.202722Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-06-28T10:53:26.384173Z digest=sha256:c9efe293671e4b22d3d15c1e3aa5a524489949e80070ddda173cd9f30375c94f

Observation d4073efa-9907-4de4-be40-1f76f632fe10 · outbound

This paper cites Deepvog: Open-source pupil segmentation and gaze estimation in neuroscience using deep learning.Journal of neuroscience methods, 324:108307, 2019.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination Deepvog: Open-source pupil segmentation and gaze estimation in neuroscience using deep learning.Journal of neuroscience methods, 324:108307, 2019

Reference 36

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Observation 41b39127-dcf1-4e82-be28-f0c5780bfe42 · outbound

This paper cites Chaudhary, Rakshit Kothari, Manoj Acharya, Shusil Dangi, Nitinraj Nair, Reynold Bailey, Christopher Kanan, Gabriel Diaz, and Jeff B.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination Chaudhary, Rakshit Kothari, Manoj Acharya, Shusil Dangi, Nitinraj Nair, Reynold Bailey, Christopher Kanan, Gabriel Diaz, and Jeff B

Reference 37

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no resolver link, observed 2026-06-28T10:53:26.384173Z

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Observation 5f4def1a-ca33-4fff-808c-126ad8d219bf · outbound

This paper cites Kothari, Aayush K.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination Kothari, Aayush K

Reference 38

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no resolver link, observed 2026-06-28T10:53:26.384173Z

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Observation 02853cac-e01c-455d-9028-b137041ea09e · outbound

This paper cites Robust real-time pupil tracking in highly off-axis images.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination Robust real-time pupil tracking in highly off-axis images

Reference 39

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no resolver link, observed 2026-06-28T10:53:26.384173Z

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Observation 09f5fa41-6817-42c6-afc6-5af36af68f64 · outbound

This paper cites Project aria: A new tool for egocentric multi-modal ai research, 2023.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination Project aria: A new tool for egocentric multi-modal ai research, 2023

Reference 40

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no resolver link, observed 2026-06-28T10:53:26.384173Z

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source=pdf_text observed=2026-06-28T10:53:26.384173Z digest=sha256:a578a182ecffb76eb35eae7ae4be583a2dd888104d2f58e5d567650d0347c714

Observation a1187f37-5b58-442e-8155-a35b666ef667 · outbound

This paper cites A High-Level Description and Performance Evaluation of Pupil Invisible.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination A High-Level Description and Performance Evaluation of Pupil Invisible

Reference 41

Resolution
verified exact
arxiv_id, observed 2026-07-02T02:26:27.205471Z

Source-reported events for the cited work

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source=pdf_text observed=2026-06-28T10:53:26.384173Z digest=sha256:a9cd94dde6b07c2de7e1e9bdf9558c45992dc3d60bab6c4b845d90e23f7f8e4a

Observation 1380c421-1348-4fe3-b0bb-d9d6fcf549e4 · outbound

This paper cites Niehorster, Marco Carminati, and Enkelejda Kasneci.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination Niehorster, Marco Carminati, and Enkelejda Kasneci

Reference 42

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Observation 15b819ef-e2aa-456f-a1cf-fc77afb6ea15 · outbound

This paper cites In the eye of the beholder: A survey of gaze tracking techniques.Pattern Recognition, 132:108944, 2022.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination In the eye of the beholder: A survey of gaze tracking techniques.Pattern Recognition, 132:108944, 2022

Reference 43

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no resolver link, observed 2026-06-28T10:53:26.384173Z

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Observation 32632b1e-b935-49be-9ed7-54ea5d53f2c4 · outbound

This paper cites Rit-eyes: Realistically rendered eye images for eye-tracking applications.

AmbientEye: A Dataset for Pupil Segmentation under Natural Ambient Infrared Illumination Rit-eyes: Realistically rendered eye images for eye-tracking applications

Reference 44

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no resolver link, observed 2026-06-28T10:53:26.384173Z

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Pith citing papers

No inbound Pith citation observations are available.