Paper Citation Record · LEDGER

BrightVAE: Luminosity Enhancement in Underexposed Endoscopic Images

As of 18 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 0 inbound Pith citation observations for arXiv:2411.14663.

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

pith.paper-citation-record.v1
2411.14663 v1

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T15:06:59.412005Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

39 of 39 outbound references displayed

verified exact3
verified fuzzy31
unresolved5
parse uncertain0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c82fe833-d058-4192-b8fc-f864e48b9856 · outbound

This paper cites Bai et al.

BrightVAE: Luminosity Enhancement in Underexposed Endoscopic Images Bai et al

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:06:59.999603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7eec1449-dd78-44ed-9c98-072333dfe370 · outbound

This paper cites LLFlow method by Wang et al.

BrightVAE: Luminosity Enhancement in Underexposed Endoscopic Images LLFlow method by Wang et al

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:06:59.988000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation ecf8fd6b-901b-4379-8746-47223a62a5e3 · outbound

This paper cites General”, and M refers to “Medical.

BrightVAE: Luminosity Enhancement in Underexposed Endoscopic Images General”, and M refers to “Medical

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:06:59.938520Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e4efa0cc-c84d-4af8-a177-7fa4435733af · outbound

This paper cites an unresolved cited work.

BrightVAE: Luminosity Enhancement in Underexposed Endoscopic Images Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-12T15:06:59.964008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d0bf9654-3cdc-48ca-bd82-a08957640e59 · outbound

This paper cites an unresolved cited work.

BrightVAE: Luminosity Enhancement in Underexposed Endoscopic Images Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-12T15:06:59.950627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 25bd10c0-deed-491d-8dbd-419ec3bec4c4 · outbound

This paper cites EndoUIC: Promptable Diffusion Transformer for Unified Illumination Correction in Capsule Endoscopy.

BrightVAE: Luminosity Enhancement in Underexposed Endoscopic Images EndoUIC: Promptable Diffusion Transformer for Unified Illumination Correction in Capsule Endoscopy

Reference 6

Resolution: verified exact; local_arxiv, observed 2026-08-12T15:06:59.491896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5781e297-bfb0-42b1-b718-09297b77c52a · outbound

This paper cites Replacing the baseline encoder with our Attencoder and the quantization module with our Attenquant module significantly improves model efficiency.

BrightVAE: Luminosity Enhancement in Underexposed Endoscopic Images Replacing the baseline encoder with our Attencoder and the quantization module with our Attenquant module significantly improves model efficiency

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:06:59.926962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 845623ac-4324-4dac-80bc-8a7d6b92b7a6 · outbound

This paper cites an unresolved cited work.

BrightVAE: Luminosity Enhancement in Underexposed Endoscopic Images Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-12T15:06:59.915410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 76363672-26a3-4b7e-8201-9b8f665e94ee · outbound

This paper cites Multiscale structural-aware exposure correction for endoscopic imaging,.

BrightVAE: Luminosity Enhancement in Underexposed Endoscopic Images Multiscale structural-aware exposure correction for endoscopic imaging,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:06:59.903479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 31b2d648-8f15-4a25-8690-e77a755163e2 · outbound

This paper cites Adaptive image enhancement based on guide image and fraction- power transformation for wireless capsule endoscopy,.

BrightVAE: Luminosity Enhancement in Underexposed Endoscopic Images Adaptive image enhancement based on guide image and fraction- power transformation for wireless capsule endoscopy,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:06:59.890646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 477fd364-19c4-4ee8-a21d-b011290560dd · outbound

This paper cites A novel hybrid endoscopic dataset for evaluating machine learning-based photometric image enhancement models,.

BrightVAE: Luminosity Enhancement in Underexposed Endoscopic Images A novel hybrid endoscopic dataset for evaluating machine learning-based photometric image enhancement models,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:06:59.878547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 10b2ae00-b143-4725-aab8-b2cfa781ce96 · outbound

This paper cites Deep Pyramid Network for Low -light Endoscopic Image Enhancement,.

BrightVAE: Luminosity Enhancement in Underexposed Endoscopic Images Deep Pyramid Network for Low -light Endoscopic Image Enhancement,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:06:59.865580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7d7596e8-b1fd-4299-b266-53dcf1db3cab · outbound

This paper cites Global and Local Enhancement of Low- light Endoscopic Images,.

BrightVAE: Luminosity Enhancement in Underexposed Endoscopic Images Global and Local Enhancement of Low- light Endoscopic Images,

Reference 13

Resolution: verified exact; raw_fallback, observed 2026-08-12T15:06:59.602286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 477bee7c-4926-49cd-928f-b4e2ec48bb1d · outbound

This paper cites You Only Need 90K Parameters to Adapt Light: A Light Weight Transformer for Image Enhancement and Exposure Correction.

BrightVAE: Luminosity Enhancement in Underexposed Endoscopic Images You Only Need 90K Parameters to Adapt Light: A Light Weight Transformer for Image Enhancement and Exposure Correction

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-12T15:06:59.346963Z

Source-reported events for the cited work

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Observation 76d46317-a415-4c34-97fc-92ff7412dfc2 · outbound

This paper cites A dynamic histogram equalization for image contrast enhancement,.

BrightVAE: Luminosity Enhancement in Underexposed Endoscopic Images A dynamic histogram equalization for image contrast enhancement,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:06:59.853124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation af3fe6d1-009b-4279-8ed2-632fa9785a50 · outbound

This paper cites Image enhancement based on equal area dualistic sub -image histogram equalization method,.

BrightVAE: Luminosity Enhancement in Underexposed Endoscopic Images Image enhancement based on equal area dualistic sub -image histogram equalization method,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:06:59.840177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 63e09ddf-d228-420f-a7f4-c342fd794358 · outbound

This paper cites Enhancement of low exposure images via recursive histogram equalization algorithms,.

BrightVAE: Luminosity Enhancement in Underexposed Endoscopic Images Enhancement of low exposure images via recursive histogram equalization algorithms,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:06:59.825612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation be44c618-f18f-489a-8e95-d659eec74874 · outbound

This paper cites A fusion -based enhancing method for weakly illuminated images,.

BrightVAE: Luminosity Enhancement in Underexposed Endoscopic Images A fusion -based enhancing method for weakly illuminated images,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:06:59.814349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9653c925-d08a-4322-bc14-cfa99e5e603f · outbound

This paper cites Structure -revealing low-light image enhancement via robust retinex model,.

BrightVAE: Luminosity Enhancement in Underexposed Endoscopic Images Structure -revealing low-light image enhancement via robust retinex model,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:06:59.803662Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7a569359-83db-4d3c-ab57-d4efbe2df31c · outbound

This paper cites Structure and illumination constrained GAN for medical image enhancement,.

BrightVAE: Luminosity Enhancement in Underexposed Endoscopic Images Structure and illumination constrained GAN for medical image enhancement,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:06:59.793619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5acc687a-057d-4fec-afc2-a63ee82c6fbc · outbound

This paper cites Low-light image enhancement with normalizing flow,.

BrightVAE: Luminosity Enhancement in Underexposed Endoscopic Images Low-light image enhancement with normalizing flow,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:06:59.783077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 20019cb3-3690-4d51-9b0f-cf7bd34703c5 · outbound

This paper cites These diverse approaches underline a dynamic evolution of learning-based methods in image processing.

BrightVAE: Luminosity Enhancement in Underexposed Endoscopic Images These diverse approaches underline a dynamic evolution of learning-based methods in image processing

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:06:59.976405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a36e1bce-585f-4810-9fcd-723ceda9b622 · outbound

This paper cites Revealing Shadows: Low-Light Image Enhancement Using Self- Calibrated Illumination,.

BrightVAE: Luminosity Enhancement in Underexposed Endoscopic Images Revealing Shadows: Low-Light Image Enhancement Using Self- Calibrated Illumination,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:06:59.771816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7067b4b8-664c-4250-8a01-cf055457f871 · outbound

This paper cites Beyond brightening low-light images,.

BrightVAE: Luminosity Enhancement in Underexposed Endoscopic Images Beyond brightening low-light images,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:06:59.761579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0f9d2893-66d0-490d-8831-bff57467b60b · outbound

This paper cites EFINet: Restoration for low-light images via enhancement-fusion iterative network,.

BrightVAE: Luminosity Enhancement in Underexposed Endoscopic Images EFINet: Restoration for low-light images via enhancement-fusion iterative network,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:06:59.750407Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d26ab191-3660-4b8c-aafb-207d35f51733 · outbound

This paper cites Low -light image enhancement via feature restoration,.

BrightVAE: Luminosity Enhancement in Underexposed Endoscopic Images Low -light image enhancement via feature restoration,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:06:59.738679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a2ed1b05-2e0b-49ba-9412-f0cd9c8b0113 · outbound

This paper cites Simplifying Low-Light Image Enhancement Networks with Relative Loss Functions.

BrightVAE: Luminosity Enhancement in Underexposed Endoscopic Images Simplifying Low-Light Image Enhancement Networks with Relative Loss Functions

Reference 27

Resolution: verified exact; local_arxiv, observed 2026-08-12T15:06:59.464248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1ebf0896-c007-4db0-b409-e7b4f3873d06 · outbound

This paper cites Learning multiscale photo exposure correction,.

BrightVAE: Luminosity Enhancement in Underexposed Endoscopic Images Learning multiscale photo exposure correction,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:06:59.727089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7a03f63f-53cf-422c-966f-9aba04bf8dcf · outbound

This paper cites Multi -branch and progressive network for low -light image enhancement,.

BrightVAE: Luminosity Enhancement in Underexposed Endoscopic Images Multi -branch and progressive network for low -light image enhancement,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:06:59.715180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation da92467d-4fb4-4f10-a74a-c47ee4c1df8c · outbound

This paper cites Preserving Details in Darkness: A VQ - VAE Based Approach with SSIM Loss for Low-Light Image Enhancement,.

BrightVAE: Luminosity Enhancement in Underexposed Endoscopic Images Preserving Details in Darkness: A VQ - VAE Based Approach with SSIM Loss for Low-Light Image Enhancement,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:06:59.703381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 1738737e-4bbf-4958-9668-1d3def405f90 · outbound

This paper cites Generating diverse structure for image inpainting with hierarchical VQ-VAE,.

BrightVAE: Luminosity Enhancement in Underexposed Endoscopic Images Generating diverse structure for image inpainting with hierarchical VQ-VAE,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:06:59.691676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 0c0d24be-e77c-474d-8b52-498bd5a0168c · outbound

This paper cites Image quality assessment: from error visibility to structural similarity,.

BrightVAE: Luminosity Enhancement in Underexposed Endoscopic Images Image quality assessment: from error visibility to structural similarity,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:06:59.680075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation a42ea9f0-f26d-45d8-9ee9-09b66b1f141c · outbound

This paper cites The unreasonable effectiveness of deep features as a perceptual metric,.

BrightVAE: Luminosity Enhancement in Underexposed Endoscopic Images The unreasonable effectiveness of deep features as a perceptual metric,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:06:59.669839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 5fb3ba0e-fdff-456f-a327-cafb6cbb8653 · outbound

This paper cites Optimizing the Dice Score and Jaccard Index for Medical Image Segmentation: Theory and Practice,.

BrightVAE: Luminosity Enhancement in Underexposed Endoscopic Images Optimizing the Dice Score and Jaccard Index for Medical Image Segmentation: Theory and Practice,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:06:59.658772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 2249e2c4-8c7f-4d13-9a8c-a4a410f37924 · outbound

This paper cites An algorithm for total variation minimization and applications,.

BrightVAE: Luminosity Enhancement in Underexposed Endoscopic Images An algorithm for total variation minimization and applications,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:06:59.647295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation bdd2ec38-b116-4c1e-aced-49659b911025 · outbound

This paper cites Modern information retrieval: A brief overview,.

BrightVAE: Luminosity Enhancement in Underexposed Endoscopic Images Modern information retrieval: A brief overview,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:06:59.636380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9a0466e3-1252-48cb-b1b2-78b93169d1ab · outbound

This paper cites Comparing Kullback-Leibler Divergence and Mean Squared Error Loss in Knowledge Distillation.

BrightVAE: Luminosity Enhancement in Underexposed Endoscopic Images Comparing Kullback-Leibler Divergence and Mean Squared Error Loss in Knowledge Distillation

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-12T15:06:59.405210Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09060bec-77e9-408d-878d-0e51cef29372 · outbound

This paper cites Gradient magnitude similarity deviation: A highly efficient perceptual image quality index,.

BrightVAE: Luminosity Enhancement in Underexposed Endoscopic Images Gradient magnitude similarity deviation: A highly efficient perceptual image quality index,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:06:59.625624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 02278c4b-2f16-4848-a286-d9562640f68b · outbound

This paper cites Intrinsic decompositions for image editing,.

BrightVAE: Luminosity Enhancement in Underexposed Endoscopic Images Intrinsic decompositions for image editing,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T15:06:59.613915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Pith citing papers

No inbound Pith citation observations are available.