Paper Citation Record · LEDGER

EndoCaver: Handling Fog, Blur and Glare in Endoscopic Images via Joint Deblurring-Segmentation

As of 11 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 1 inbound Pith citation observation for arXiv:2601.22537.

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

pith.paper-citation-record.v1
2601.22537 v1

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-21T15:26:37.402041Z

measured 26 of 26 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-21T15:26:37.402041Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-05-21T15:30:17.896856Z

Reference resolution

25 of 25 outbound references displayed

verified exact1
verified fuzzy22
unresolved1
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 36f81de8-326e-4a82-8a4b-f10c577bfe3d · outbound

This paper cites EndoCaver: Handling Fog, Blur and Glare in Endoscopic Images via Joint Deblurring-Segmentation.

EndoCaver: Handling Fog, Blur and Glare in Endoscopic Images via Joint Deblurring-Segmentation EndoCaver: Handling Fog, Blur and Glare in Endoscopic Images via Joint Deblurring-Segmentation

Reference 1

Resolution: metadata mismatch; local_arxiv, observed 2026-05-21T15:30:17.898472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 36607e98-9d8f-42ea-95fc-2e63ac8f8e28 · outbound

This paper cites Overall Architecture EndoCaver is a lightweight dual-decoder transformer de- signed for jointendoscopic image deblurringandpolyp segmentationunder real-world degradations.

EndoCaver: Handling Fog, Blur and Glare in Endoscopic Images via Joint Deblurring-Segmentation Overall Architecture EndoCaver is a lightweight dual-decoder transformer de- signed for jointendoscopic image deblurringandpolyp segmentationunder real-world degradations

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T15:30:18.543810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 3b206995-6fc2-4a2e-bb63-008ec05294c1 · outbound

This paper cites Experimental Setup Our model is implemented in PyTorch and trained on a single NVIDIA A100 80G GPU.

EndoCaver: Handling Fog, Blur and Glare in Endoscopic Images via Joint Deblurring-Segmentation Experimental Setup Our model is implemented in PyTorch and trained on a single NVIDIA A100 80G GPU

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T15:30:18.538602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f98e7586-4660-4770-87ae-9e257685dd2d · outbound

This paper cites Segmentation is assessed by Dice, IoU, and Recall, while deblurring quality is measured by PSNR and SSIM (higher is better).

EndoCaver: Handling Fog, Blur and Glare in Endoscopic Images via Joint Deblurring-Segmentation Segmentation is assessed by Dice, IoU, and Recall, while deblurring quality is measured by PSNR and SSIM (higher is better)

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T15:30:18.541241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a67d2c8e-3544-4a9f-86cd-e8dde77f8dce · outbound

This paper cites an unresolved cited work.

EndoCaver: Handling Fog, Blur and Glare in Endoscopic Images via Joint Deblurring-Segmentation Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-05-21T15:30:18.533981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation cd21c110-b6c0-42fb-b7d1-2ee079696804 · outbound

This paper cites Global burden of colorectal cancer in 2020 and 2040: incidence and mortality estimates from globocan.

EndoCaver: Handling Fog, Blur and Glare in Endoscopic Images via Joint Deblurring-Segmentation Global burden of colorectal cancer in 2020 and 2040: incidence and mortality estimates from globocan

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T15:30:18.536420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6a5fdbd4-56e3-4bb9-b8a4-e3aea99564be · outbound

This paper cites Relevance segmentation of laparoscopic videos.

EndoCaver: Handling Fog, Blur and Glare in Endoscopic Images via Joint Deblurring-Segmentation Relevance segmentation of laparoscopic videos

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T15:30:18.546100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a2567f1c-04f0-4936-99d9-58398ef3e3be · outbound

This paper cites Diagnostic accuracy of arti- ficial intelligence and computer-aided diagnosis for the detection and characterization of colorectal polyps: sys- tematic review and meta-analysis.

EndoCaver: Handling Fog, Blur and Glare in Endoscopic Images via Joint Deblurring-Segmentation Diagnostic accuracy of arti- ficial intelligence and computer-aided diagnosis for the detection and characterization of colorectal polyps: sys- tematic review and meta-analysis

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T15:30:18.557567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d2d67c2a-87f3-4df0-b33a-6392210baffd · outbound

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

EndoCaver: Handling Fog, Blur and Glare in Endoscopic Images via Joint Deblurring-Segmentation U-net: Convolutional networks for biomedical image segmentation

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T15:30:18.561673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e3d55bae-26f1-4ced-bdf3-9dbce8ba1f58 · outbound

This paper cites Segformer: Sim- ple and efficient design for semantic segmentation with transformers.

EndoCaver: Handling Fog, Blur and Glare in Endoscopic Images via Joint Deblurring-Segmentation Segformer: Sim- ple and efficient design for semantic segmentation with transformers

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T15:30:18.526712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d9d601fb-6d3b-4f22-99a7-014ba3cc1acb · outbound

This paper cites Harmonizing unets: Attention fu- sion module in cascaded-unets for low-quality oct im- age fluid segmentation.

EndoCaver: Handling Fog, Blur and Glare in Endoscopic Images via Joint Deblurring-Segmentation Harmonizing unets: Attention fu- sion module in cascaded-unets for low-quality oct im- age fluid segmentation

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T15:30:18.559600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 5552e681-19ef-4284-8335-1bebbbbde14d · outbound

This paper cites Cf- former: Cross cnn-transformer channel attention and spatial feature fusion for improved segmentation of low- quality medical images.

EndoCaver: Handling Fog, Blur and Glare in Endoscopic Images via Joint Deblurring-Segmentation Cf- former: Cross cnn-transformer channel attention and spatial feature fusion for improved segmentation of low- quality medical images

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T15:30:18.529397Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 13bcef35-4c03-487b-a322-70ed80433df1 · outbound

This paper cites A pathology image segmentation frame- work based on deblurring and region proxy in medical decision-making system.

EndoCaver: Handling Fog, Blur and Glare in Endoscopic Images via Joint Deblurring-Segmentation A pathology image segmentation frame- work based on deblurring and region proxy in medical decision-making system

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T15:30:18.519765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 979d2e44-377b-4403-bd05-02c2a445f3cc · outbound

This paper cites I2u- net: A dual-path u-net with rich information interaction for medical image segmentation.

EndoCaver: Handling Fog, Blur and Glare in Endoscopic Images via Joint Deblurring-Segmentation I2u- net: A dual-path u-net with rich information interaction for medical image segmentation

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T15:30:18.517654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation cf08ff2b-48e5-4f1c-930b-e9a26eb5b015 · outbound

This paper cites Mobilenetv2: In- verted residuals and linear bottlenecks.

EndoCaver: Handling Fog, Blur and Glare in Endoscopic Images via Joint Deblurring-Segmentation Mobilenetv2: In- verted residuals and linear bottlenecks

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T15:30:18.555440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 5a35a5f2-f171-48ed-8877-9d4328c1c271 · outbound

This paper cites MobileViT: Light-weight, General-purpose, and Mobile-friendly Vision Transformer.

EndoCaver: Handling Fog, Blur and Glare in Endoscopic Images via Joint Deblurring-Segmentation MobileViT: Light-weight, General-purpose, and Mobile-friendly Vision Transformer

Reference 16

Resolution: verified exact; local_arxiv, observed 2026-05-21T15:30:17.895198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 83edee4e-2403-4d24-b370-adefe07a0186 · outbound

This paper cites Learning transferable visual models from natural lan- guage supervision.

EndoCaver: Handling Fog, Blur and Glare in Endoscopic Images via Joint Deblurring-Segmentation Learning transferable visual models from natural lan- guage supervision

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T15:30:18.548280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 9ff24048-d69f-42bd-bf7b-bf5812e3f674 · outbound

This paper cites Attention is all you need.

EndoCaver: Handling Fog, Blur and Glare in Endoscopic Images via Joint Deblurring-Segmentation Attention is all you need

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T15:30:18.521983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 19760713-ab48-41ff-b011-4f2ce9581e0a · outbound

This paper cites Ctnet: Contrastive transformer network for polyp segmentation.

EndoCaver: Handling Fog, Blur and Glare in Endoscopic Images via Joint Deblurring-Segmentation Ctnet: Contrastive transformer network for polyp segmentation

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T15:30:18.515202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 76c26b49-c3b0-43ff-b7bf-08feaa4a5483 · outbound

This paper cites A novel non-pretrained deep supervision network for polyp segmentation.

EndoCaver: Handling Fog, Blur and Glare in Endoscopic Images via Joint Deblurring-Segmentation A novel non-pretrained deep supervision network for polyp segmentation

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T15:30:18.563657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e7570d6b-e010-4c06-83ab-5643a967643c · outbound

This paper cites Kvasir-seg: A segmented polyp dataset.

EndoCaver: Handling Fog, Blur and Glare in Endoscopic Images via Joint Deblurring-Segmentation Kvasir-seg: A segmented polyp dataset

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T15:30:18.550531Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 2b4ff0f2-f0f6-45cf-94a4-6283ff283aaf · outbound

This paper cites Wm-dova maps for accurate polyp highlighting in colonoscopy: Validation vs. saliency maps from physicians.

EndoCaver: Handling Fog, Blur and Glare in Endoscopic Images via Joint Deblurring-Segmentation Wm-dova maps for accurate polyp highlighting in colonoscopy: Validation vs. saliency maps from physicians

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T15:30:18.512984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c692e6a8-0c9b-4ef3-990b-522998c2690a · outbound

This paper cites Towards automatic polyp detection with a polyp ap- pearance model.

EndoCaver: Handling Fog, Blur and Glare in Endoscopic Images via Joint Deblurring-Segmentation Towards automatic polyp detection with a polyp ap- pearance model

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T15:30:18.552696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b2d1be03-910f-4f4e-b440-b9b43150cf0e · outbound

This paper cites Rethinking coarse-to-fine ap- proach in single image deblurring.

EndoCaver: Handling Fog, Blur and Glare in Endoscopic Images via Joint Deblurring-Segmentation Rethinking coarse-to-fine ap- proach in single image deblurring

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T15:30:18.524151Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b18371a1-5db6-49c7-8d0c-778f0461e5b5 · outbound

This paper cites Rt-focuser: A real-time lightweight model for edge-side image deblurring.

EndoCaver: Handling Fog, Blur and Glare in Endoscopic Images via Joint Deblurring-Segmentation Rt-focuser: A real-time lightweight model for edge-side image deblurring

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-21T15:30:18.531876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Pith citing papers

Observation 36f81de8-326e-4a82-8a4b-f10c577bfe3d · inbound