Paper Citation Record · LEDGER

Lights, Camera, Matching: The Role of Image Illumination in Fair Face Recognition

As of 15 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 1 inbound Pith citation observation for arXiv:2501.08910.

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

pith.paper-citation-record.v1
2501.08910 v1

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T20:19:15.491802Z

measured 27 of 27 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-09T12:38:42.747265Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-09T12:38:44.121657Z

Reference resolution

26 of 26 outbound references displayed

verified exact0
verified fuzzy23
unresolved2
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c7bcd2e9-cb13-44fd-8e79-b76d4f9d1ba1 · outbound

This paper cites https : / / github.

Lights, Camera, Matching: The Role of Image Illumination in Fair Face Recognition https : / / github

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:19:15.819065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation f074c846-83a6-452b-8841-d06139aa824a · outbound

This paper cites Design and evaluation of photometric image quality measures for effec- tive face recognition.

Lights, Camera, Matching: The Role of Image Illumination in Fair Face Recognition Design and evaluation of photometric image quality measures for effec- tive face recognition

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:19:15.807945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation edfe54cb-e93c-4d83-af6e-950990ee13d3 · outbound

This paper cites Review on the effects of age, gender, and race demographics on automatic face recognition.

Lights, Camera, Matching: The Role of Image Illumination in Fair Face Recognition Review on the effects of age, gender, and race demographics on automatic face recognition

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:19:15.796711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation f8c7b10e-f565-4961-9011-2524a8d7e4c0 · outbound

This paper cites How does gender balance in training data affect face recognition accuracy? In 2020 IEEE International Joint Conference on Biometrics (IJCB) , pages 1–10.

Lights, Camera, Matching: The Role of Image Illumination in Fair Face Recognition How does gender balance in training data affect face recognition accuracy? In 2020 IEEE International Joint Conference on Biometrics (IJCB) , pages 1–10

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:19:15.785911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 0cf24b51-83a6-41bb-b324-16c2d7ed312c · outbound

This paper cites Gendered differences in face recognition accuracy explained by hairstyles, makeup, and facial morphology.

Lights, Camera, Matching: The Role of Image Illumination in Fair Face Recognition Gendered differences in face recognition accuracy explained by hairstyles, makeup, and facial morphology

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:19:15.774885Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 30544ca8-1014-4305-be45-928d06c2fbd8 · outbound

This paper cites Partial fc: Training 10 million identities on a single machine.

Lights, Camera, Matching: The Role of Image Illumination in Fair Face Recognition Partial fc: Training 10 million identities on a single machine

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:19:15.763321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 144de040-37ff-4a38-b8aa-c2673bdf411f · outbound

This paper cites The gender gap in face recogni- tion accuracy is a hairy problem.

Lights, Camera, Matching: The Role of Image Illumination in Fair Face Recognition The gender gap in face recogni- tion accuracy is a hairy problem

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:19:15.752978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 7970ca58-933a-467b-99f1-91f2e132f557 · outbound

This paper cites Accuracy comparison across face recognition algorithms: Where are we on measuring race bias? IEEE Transactions on Biomet- rics, Behavior, and Identity Science , 3(1):101–111,.

Lights, Camera, Matching: The Role of Image Illumination in Fair Face Recognition Accuracy comparison across face recognition algorithms: Where are we on measuring race bias? IEEE Transactions on Biomet- rics, Behavior, and Identity Science , 3(1):101–111,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:19:15.742232Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a7fd7e75-202c-439d-b1d4-69d089159c5c · outbound

This paper cites Arcface: Additive angular margin loss for deep face recognition.

Lights, Camera, Matching: The Role of Image Illumination in Fair Face Recognition Arcface: Additive angular margin loss for deep face recognition

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:19:15.731547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 88554425-dbe6-42b3-8d0d-1bba49eb372d · outbound

This paper cites De- mographic bias in biometrics: A survey on an emerg- ing challenge.

Lights, Camera, Matching: The Role of Image Illumination in Fair Face Recognition De- mographic bias in biometrics: A survey on an emerg- ing challenge

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:19:15.721319Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c2af7f54-c4db-4fcd-9d81-09d268088bbb · outbound

This paper cites Miti- gating face recognition bias via group adaptive clas- sifier.

Lights, Camera, Matching: The Role of Image Illumination in Fair Face Recognition Miti- gating face recognition bias via group adaptive clas- sifier

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:19:15.710442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d43b9bd7-7591-48aa-9e85-87d63ace1782 · outbound

This paper cites Face recognition vendor test (FRVT) part 8: Summarizing demographic differentials , vol- ume 8429.

Lights, Camera, Matching: The Role of Image Illumination in Fair Face Recognition Face recognition vendor test (FRVT) part 8: Summarizing demographic differentials , vol- ume 8429

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:19:15.700220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 0f5663b3-05c3-4595-8c1f-d9110b224612 · outbound

This paper cites Face recognition vendor test (FRVT): Part 3, demo- graphic effects.

Lights, Camera, Matching: The Role of Image Illumination in Fair Face Recognition Face recognition vendor test (FRVT): Part 3, demo- graphic effects

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:19:15.689468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e2c2fec3-4a01-4410-9f50-31087c721892 · outbound

This paper cites Face recognition performance: Role of demographic infor- mation.

Lights, Camera, Matching: The Role of Image Illumination in Fair Face Recognition Face recognition performance: Role of demographic infor- mation

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:19:15.677212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 08f64023-a689-45b2-ab1a-0c789afd8d84 · outbound

This paper cites Face recognition vendor test (FRVT) performance of auto- mated gender classification algorithms.

Lights, Camera, Matching: The Role of Image Illumination in Fair Face Recognition Face recognition vendor test (FRVT) performance of auto- mated gender classification algorithms

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:19:15.665307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 48100349-39a5-4276-bf92-a62236e97e7a · outbound

This paper cites an unresolved cited work.

Lights, Camera, Matching: The Role of Image Illumination in Fair Face Recognition Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:19:15.655455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 351faeb0-52a3-491a-8610-f7615751b880 · outbound

This paper cites Morph: A longitudinal image database of normal adult age- progression.

Lights, Camera, Matching: The Role of Image Illumination in Fair Face Recognition Morph: A longitudinal image database of normal adult age- progression

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:19:15.645588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 672c89ac-de22-46c5-9091-c67eaae6a690 · outbound

This paper cites Retinaface: Deep face detection model.

Lights, Camera, Matching: The Role of Image Illumination in Fair Face Recognition Retinaface: Deep face detection model

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:19:15.633616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 1a88c02e-2c2f-41d6-829f-7489a3f65480 · outbound

This paper cites Pixel-Level Face Image Quality Assessment for Explainable Face Recognition.

Lights, Camera, Matching: The Role of Image Illumination in Fair Face Recognition Pixel-Level Face Image Quality Assessment for Explainable Face Recognition

Reference 19

Resolution: metadata mismatch; local_arxiv, observed 2026-08-10T20:19:15.545784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 687adc50-d9a7-4571-a309-dedc773415c4 · outbound

This paper cites Post- comparison mitigation of demographic bias in face recognition using fair score normalization.

Lights, Camera, Matching: The Role of Image Illumination in Fair Face Recognition Post- comparison mitigation of demographic bias in face recognition using fair score normalization

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:19:15.622327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 555be178-fd2d-48d8-8cd6-66c168e1fe00 · outbound

This paper cites Comparison-level mitigation of ethnic bias in face recognition.

Lights, Camera, Matching: The Role of Image Illumination in Fair Face Recognition Comparison-level mitigation of ethnic bias in face recognition

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:19:15.609229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 700d7e51-3529-4d7d-9ccb-cbc79492b662 · outbound

This paper cites Characterizing the variability in face recognition accuracy relative to race.

Lights, Camera, Matching: The Role of Image Illumination in Fair Face Recognition Characterizing the variability in face recognition accuracy relative to race

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:19:15.597307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation cdf5c09e-a6b2-4cb3-82b2-b5efa22f3285 · outbound

This paper cites Face recognition accuracy across demographics: Shining a light into the problem.

Lights, Camera, Matching: The Role of Image Illumination in Fair Face Recognition Face recognition accuracy across demographics: Shining a light into the problem

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:19:15.584282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 25c7f91a-31ca-42fe-bf95-fdfacec7526f · outbound

This paper cites What Should Be Balanced in a "Balanced" Face Recognition Dataset?.

Lights, Camera, Matching: The Role of Image Illumination in Fair Face Recognition What Should Be Balanced in a "Balanced" Face Recognition Dataset?

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-10T20:19:15.484360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 815145f2-14d2-463b-a2ce-3ac1b49f5801 · outbound

This paper cites Fa- cial hair area in face recognition across demograph- ics: Small size, big effect.

Lights, Camera, Matching: The Role of Image Illumination in Fair Face Recognition Fa- cial hair area in face recognition across demograph- ics: Small size, big effect

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:19:15.573130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 6df90e1e-543b-4e02-8363-e82d4f8f8f5e · outbound

This paper cites Score ¯xb.

Lights, Camera, Matching: The Role of Image Illumination in Fair Face Recognition Score ¯xb

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:19:15.559409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Pith citing papers

Observation 67ac3e86-848f-400b-957f-0c094fcd8009 · inbound

Review of Demographic Fairness in Face Recognition cites this paper.

Review of Demographic Fairness in Face Recognition Lights, Camera, Matching: The Role of Image Illumination in Fair Face Recognition

Reference 52

Resolution: verified exact; local_arxiv, observed 2026-08-09T12:38:44.125678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.