Paper Citation Record · LEDGER

UDBE: Unsupervised Diffusion-based Brightness Enhancement in Underwater Images

As of 18 August 2026, this Paper Citation Record lists 34 of 34 outbound references and 0 inbound Pith citation observations for arXiv:2501.16211.

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

pith.paper-citation-record.v1
2501.16211 v1

Coverage vector

measured 34 of 34 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T13:41:42.522532Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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

34 of 34 outbound references displayed

verified exact2
verified fuzzy23
unresolved8
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f2196b8a-fba6-48a8-8f1d-3cca9b86c475 · outbound

This paper cites Underwater image restoration: A state-of-the-art review,.

UDBE: Unsupervised Diffusion-based Brightness Enhancement in Underwater Images Underwater image restoration: A state-of-the-art review,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:41:42.853665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8ee2fdab-b5e2-43b5-9be3-05532017528d · outbound

This paper cites Underwater image enhancement by fusion,.

UDBE: Unsupervised Diffusion-based Brightness Enhancement in Underwater Images Underwater image enhancement by fusion,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:41:42.844668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 20aea54d-5bcf-4e76-ae46-eafdaf8e4d54 · outbound

This paper cites Denoising diffusion probabilistic models,.

UDBE: Unsupervised Diffusion-based Brightness Enhancement in Underwater Images Denoising diffusion probabilistic models,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-10T13:41:42.426434Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3754139c-1695-4a4c-be91-5e343a9c4a6f · outbound

This paper cites U-net: Convolutional networks for biomedical image segmentation,.

UDBE: Unsupervised Diffusion-based Brightness Enhancement in Underwater Images U-net: Convolutional networks for biomedical image segmentation,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T13:41:42.430132Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7534dbfa-7e3d-4dc6-b106-f3aa7434c08d · outbound

This paper cites Diving into clarity: Restoring underwater images using deep learning,.

UDBE: Unsupervised Diffusion-based Brightness Enhancement in Underwater Images Diving into clarity: Restoring underwater images using deep learning,

Reference 5

Resolution: malformed identifier; raw_fallback, observed 2026-08-10T13:41:42.822918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation afb8ad83-c5ed-4b80-9e5e-f765b4568959 · outbound

This paper cites Single image haze removal using dark channel prior,.

UDBE: Unsupervised Diffusion-based Brightness Enhancement in Underwater Images Single image haze removal using dark channel prior,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T13:41:42.438307Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad9ff430-1f9f-4455-825c-194dfbab41d3 · outbound

This paper cites Underwater image restoration based on image blurriness and light absorption,.

UDBE: Unsupervised Diffusion-based Brightness Enhancement in Underwater Images Underwater image restoration based on image blurriness and light absorption,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:41:42.806853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 07f6bec0-c5ec-408c-956f-960a96d9c583 · outbound

This paper cites Generalization of the dark channel prior for single image restoration,.

UDBE: Unsupervised Diffusion-based Brightness Enhancement in Underwater Images Generalization of the dark channel prior for single image restoration,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:41:42.797343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation aef963d3-7e90-4e7a-909a-a7f88cb859d1 · outbound

This paper cites Shallow- water image enhancement using relative global histogram stretching based on adaptive parameter acquisition,.

UDBE: Unsupervised Diffusion-based Brightness Enhancement in Underwater Images Shallow- water image enhancement using relative global histogram stretching based on adaptive parameter acquisition,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:41:42.788334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a99b413a-84e1-4749-8a5b-069427d38bba · outbound

This paper cites The retinex based improved underwater image enhancement,.

UDBE: Unsupervised Diffusion-based Brightness Enhancement in Underwater Images The retinex based improved underwater image enhancement,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:41:42.779867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c8ecdcbc-7551-4e30-b63c-1d6215c7892c · outbound

This paper cites Bayesian retinex underwater image enhancement,.

UDBE: Unsupervised Diffusion-based Brightness Enhancement in Underwater Images Bayesian retinex underwater image enhancement,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:41:42.769866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f4cd1771-30b2-452c-8c7e-7d94a82d659c · outbound

This paper cites Enhancement of underwater images with retinex transmission map and adaptive color correction,.

UDBE: Unsupervised Diffusion-based Brightness Enhancement in Underwater Images Enhancement of underwater images with retinex transmission map and adaptive color correction,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:41:42.759643Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 9c4326bb-a646-437e-a547-7ec375f6d4fe · outbound

This paper cites Underwater image enhancement based on fusion of intensity transformation techniques,.

UDBE: Unsupervised Diffusion-based Brightness Enhancement in Underwater Images Underwater image enhancement based on fusion of intensity transformation techniques,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:41:42.749640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 31c69bbc-ea1b-4d64-b929-b2f5c8bca7c0 · outbound

This paper cites Uiecˆ 2-net: Cnn-based under- water image enhancement using two color space,.

UDBE: Unsupervised Diffusion-based Brightness Enhancement in Underwater Images Uiecˆ 2-net: Cnn-based under- water image enhancement using two color space,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:41:42.739715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f14d8150-5d78-49b7-90bc-0f82dca9fbd9 · outbound

This paper cites Underwater image enhancement via medium transmission-guided multi-color space embedding,.

UDBE: Unsupervised Diffusion-based Brightness Enhancement in Underwater Images Underwater image enhancement via medium transmission-guided multi-color space embedding,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:41:42.729752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5406e901-3c79-4911-b8ed-f4620179873f · outbound

This paper cites Ca- gan: Class-condition attention gan for underwater image enhancement,.

UDBE: Unsupervised Diffusion-based Brightness Enhancement in Underwater Images Ca- gan: Class-condition attention gan for underwater image enhancement,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:41:42.720382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 65dc26b5-2dd5-4d65-97a1-525f1f19df17 · outbound

This paper cites Underwater image restoration and enhancement via residual two-fold attention networks.

UDBE: Unsupervised Diffusion-based Brightness Enhancement in Underwater Images Underwater image restoration and enhancement via residual two-fold attention networks

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:41:42.710027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5a669eff-16d8-4d88-93d4-c7ebf9400eb5 · outbound

This paper cites Adaptive uncertainty distribution in deep learning for unsupervised underwater image enhancement,.

UDBE: Unsupervised Diffusion-based Brightness Enhancement in Underwater Images Adaptive uncertainty distribution in deep learning for unsupervised underwater image enhancement,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:41:42.700719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ea255299-abee-4d09-bedd-75de650a44ff · outbound

This paper cites Underwater enhancement based on a self-learning strategy and attention mechanism for high-intensity regions,.

UDBE: Unsupervised Diffusion-based Brightness Enhancement in Underwater Images Underwater enhancement based on a self-learning strategy and attention mechanism for high-intensity regions,

Reference 19

Resolution: verified exact; doi, observed 2026-08-10T13:41:42.553401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b6830c86-07fb-459b-9bc6-8c7aea91fc9e · outbound

This paper cites Wavelet-based Fourier Information Interaction with Frequency Diffusion Adjustment for Underwater Image Restoration.

UDBE: Unsupervised Diffusion-based Brightness Enhancement in Underwater Images Wavelet-based Fourier Information Interaction with Frequency Diffusion Adjustment for Underwater Image Restoration

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-10T13:41:42.482007Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8815a0c2-ba22-4955-bbac-2a9473c702f8 · outbound

This paper cites UIEDP:Underwater Image Enhancement with Diffusion Prior.

UDBE: Unsupervised Diffusion-based Brightness Enhancement in Underwater Images UIEDP:Underwater Image Enhancement with Diffusion Prior

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-08-10T13:41:42.576637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5d1c35b2-8372-4844-b2ce-2120a7a4f16c · outbound

This paper cites Underwater image enhancement method based on denoising diffusion probabilistic model,.

UDBE: Unsupervised Diffusion-based Brightness Enhancement in Underwater Images Underwater image enhancement method based on denoising diffusion probabilistic model,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:41:42.691261Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ca742fe9-239f-4b92-9012-5f825dffc3a3 · outbound

This paper cites Underwater image enhance- ment by transformer-based diffusion model with non-uniform sampling for skip strategy,.

UDBE: Unsupervised Diffusion-based Brightness Enhancement in Underwater Images Underwater image enhance- ment by transformer-based diffusion model with non-uniform sampling for skip strategy,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:41:42.681899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 59fdc57c-4ca2-451a-bc61-78c0d93485b7 · outbound

This paper cites Cle diffusion: Controllable light enhancement diffusion model,.

UDBE: Unsupervised Diffusion-based Brightness Enhancement in Underwater Images Cle diffusion: Controllable light enhancement diffusion model,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:41:42.672979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 26619b31-44a0-46a5-a43c-408566818b4c · outbound

This paper cites Film: Visual reasoning with a general conditioning layer,.

UDBE: Unsupervised Diffusion-based Brightness Enhancement in Underwater Images Film: Visual reasoning with a general conditioning layer,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-10T13:41:42.497043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43b243fb-359c-4890-ab4f-ee93a7962850 · outbound

This paper cites Denoising Diffusion Implicit Models.

UDBE: Unsupervised Diffusion-based Brightness Enhancement in Underwater Images Denoising Diffusion Implicit Models

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-10T13:41:42.499806Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation acc5afc4-0ba6-4b2c-aaff-2dc95d842d01 · outbound

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

UDBE: Unsupervised Diffusion-based Brightness Enhancement in Underwater Images The unreasonable effectiveness of deep features as a perceptual metric,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-10T13:41:42.502657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc62c394-9a72-4a44-a90a-6889e39860ec · outbound

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

UDBE: Unsupervised Diffusion-based Brightness Enhancement in Underwater Images Image quality assessment: from error visibility to structural similarity,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-10T13:41:42.505575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a1387fa-71a9-4764-921b-07bcc375eaf8 · outbound

This paper cites Underexposed photo enhancement using deep illumination estimation,.

UDBE: Unsupervised Diffusion-based Brightness Enhancement in Underwater Images Underexposed photo enhancement using deep illumination estimation,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:41:42.645398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e5df765a-daeb-420d-8909-3c2e30ff72de · outbound

This paper cites An underwater image enhancement benchmark dataset and beyond,.

UDBE: Unsupervised Diffusion-based Brightness Enhancement in Underwater Images An underwater image enhancement benchmark dataset and beyond,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:41:42.636259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation cb311799-97c1-4817-9f26-7f6efd9b0d85 · outbound

This paper cites Semantic Segmentation of Underwater Imagery: Dataset and Benchmark,.

UDBE: Unsupervised Diffusion-based Brightness Enhancement in Underwater Images Semantic Segmentation of Underwater Imagery: Dataset and Benchmark,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:41:42.627631Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6cb2c789-969d-47b0-98a6-0fbb23960833 · outbound

This paper cites Real-world underwater enhancement: Challenges, benchmarks, and solutions under natural light,.

UDBE: Unsupervised Diffusion-based Brightness Enhancement in Underwater Images Real-world underwater enhancement: Challenges, benchmarks, and solutions under natural light,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:41:42.617561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f65493b4-e7a1-441e-a0d0-061f534f3517 · outbound

This paper cites Image quality assessment through fsim, ssim, mse and psnr—a comparative study,.

UDBE: Unsupervised Diffusion-based Brightness Enhancement in Underwater Images Image quality assessment through fsim, ssim, mse and psnr—a comparative study,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:41:42.607576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2400e1bc-8575-4ed0-a5af-e692a673c4f0 · outbound

This paper cites Human-visual-system-inspired underwater image quality measures,.

UDBE: Unsupervised Diffusion-based Brightness Enhancement in Underwater Images Human-visual-system-inspired underwater image quality measures,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:41:42.597207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Pith citing papers

No inbound Pith citation observations are available.