Paper Citation Record · LEDGER

Deblurring in the Wild: A Real-World Image Deblurring Dataset from Smartphone High-Speed Videos

As of 9 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 1 inbound Pith citation observation for arXiv:2506.19445.

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

pith.paper-citation-record.v1
2506.19445 v4

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T23:09:36.231069Z

measured 34 of 34 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T09:52:42.761062Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

33 of 33 outbound references displayed

verified exact0
verified fuzzy28
unresolved4
parse uncertain1
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 64ebf67e-72f6-4430-81dd-c7dbde85c05e · outbound

This paper cites A neural approach to blind motion deblur- ring.

Deblurring in the Wild: A Real-World Image Deblurring Dataset from Smartphone High-Speed Videos A neural approach to blind motion deblur- ring

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:09:44.461395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3f0ae1a7-a201-4e81-9c0f-248c7c4af90c · outbound

This paper cites Simple Baselines for Image Restoration.

Deblurring in the Wild: A Real-World Image Deblurring Dataset from Smartphone High-Speed Videos Simple Baselines for Image Restoration

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T23:09:31.308449Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36b4e6cf-4a78-4563-a9ee-6bd64f93580e · outbound

This paper cites Fast motion deblurring.

Deblurring in the Wild: A Real-World Image Deblurring Dataset from Smartphone High-Speed Videos Fast motion deblurring

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:09:44.254288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1cdbc5d4-c12f-4f48-b1fc-48428bd71fc9 · outbound

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

Deblurring in the Wild: A Real-World Image Deblurring Dataset from Smartphone High-Speed Videos Rethinking coarse-to-fine approach in single image deblurring

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:09:44.050971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0c801073-4db5-4e99-93ce-e36f9894fff7 · outbound

This paper cites Image restoration via frequency selection.IEEE Transactions on Pattern Analysis and Machine Intelligence, 2023.

Deblurring in the Wild: A Real-World Image Deblurring Dataset from Smartphone High-Speed Videos Image restoration via frequency selection.IEEE Transactions on Pattern Analysis and Machine Intelligence, 2023

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:09:43.820043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 671ae4d8-cf09-4652-88b1-8878d8ffaca4 · outbound

This paper cites Roweis, and William T.

Deblurring in the Wild: A Real-World Image Deblurring Dataset from Smartphone High-Speed Videos Roweis, and William T

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:09:43.555146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation cbcf6ee1-4e87-4666-b7dd-00a33292a350 · outbound

This paper cites Zitnick, Michael Cohen, and Brian Curless.

Deblurring in the Wild: A Real-World Image Deblurring Dataset from Smartphone High-Speed Videos Zitnick, Michael Cohen, and Brian Curless

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:09:43.324951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7199067b-7bc8-4540-a6a7-2ed056787a20 · outbound

This paper cites Space-variant single-image blind deconvolution for removing camera shake.

Deblurring in the Wild: A Real-World Image Deblurring Dataset from Smartphone High-Speed Videos Space-variant single-image blind deconvolution for removing camera shake

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:09:43.103106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 287f22e5-7fe9-4844-9195-b233e9e124d0 · outbound

This paper cites Schuler, Stefan Harmeling, and Bernhard Schölkopf.

Deblurring in the Wild: A Real-World Image Deblurring Dataset from Smartphone High-Speed Videos Schuler, Stefan Harmeling, and Bernhard Schölkopf

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:09:42.907715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 663550dc-8d69-435f-bf6e-30044edefc06 · outbound

This paper cites Mohler, Bernhard Scholkopf, and Stefan Harmeling.

Deblurring in the Wild: A Real-World Image Deblurring Dataset from Smartphone High-Speed Videos Mohler, Bernhard Scholkopf, and Stefan Harmeling

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:09:42.685723Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3f675126-5811-44f0-9371-f10986ce0ee2 · outbound

This paper cites Efficient frequency domain-based trans- formers for high-quality image deblurring.

Deblurring in the Wild: A Real-World Image Deblurring Dataset from Smartphone High-Speed Videos Efficient frequency domain-based trans- formers for high-quality image deblurring

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:09:42.419199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9738e67d-a089-4c65-8a49-9d1f1a809b3e · outbound

This paper cites Efficient visual state space model for image deblur- ring, 2024.

Deblurring in the Wild: A Real-World Image Deblurring Dataset from Smartphone High-Speed Videos Efficient visual state space model for image deblur- ring, 2024

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:09:42.241345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 82c55f68-3a1e-47a7-96f5-1a1cb5c8bac9 · outbound

This paper cites A Comparative Study for Single Image Blind Deblurring.

Deblurring in the Wild: A Real-World Image Deblurring Dataset from Smartphone High-Speed Videos A Comparative Study for Single Image Blind Deblurring

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:09:41.996773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c3794b2b-4e8c-462f-9167-24eb3fc608f2 · outbound

This paper cites Free- man.

Deblurring in the Wild: A Real-World Image Deblurring Dataset from Smartphone High-Speed Videos Free- man

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:09:41.684924Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 29c284ac-1d92-4576-9aca-dacf191101fb · outbound

This paper cites Intriguing findings of frequency selection for image deblurring.Proceedings of the AAAI Conference on Artificial Intelligence, 37(2):1905–1913, 2023.

Deblurring in the Wild: A Real-World Image Deblurring Dataset from Smartphone High-Speed Videos Intriguing findings of frequency selection for image deblurring.Proceedings of the AAAI Conference on Artificial Intelligence, 37(2):1905–1913, 2023

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:09:41.341695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2f0ea6a1-02c3-4aed-9aaa-733572a6d3f6 · outbound

This paper cites Adarevd: Adaptive patch exiting reversible decoder pushes the limit of image deblurring.

Deblurring in the Wild: A Real-World Image Deblurring Dataset from Smartphone High-Speed Videos Adarevd: Adaptive patch exiting reversible decoder pushes the limit of image deblurring

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:09:41.038748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b7c401e8-57ee-40b9-8f5e-40a4cc5cbd8f · outbound

This paper cites Loformer: Local frequency transformer for image deblurring, 2024.

Deblurring in the Wild: A Real-World Image Deblurring Dataset from Smartphone High-Speed Videos Loformer: Local frequency transformer for image deblurring, 2024

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:09:40.733701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7eab60d9-9f9d-451e-8299-0bf5ab8867e3 · outbound

This paper cites Deep multi-scale convolutional neural network for dynamic scene deblurring.

Deblurring in the Wild: A Real-World Image Deblurring Dataset from Smartphone High-Speed Videos Deep multi-scale convolutional neural network for dynamic scene deblurring

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:09:40.474744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation cd0ec0a8-429f-4cd0-858c-a267a495f326 · outbound

This paper cites Deblurring images via dark channel prior.IEEE Trans.

Deblurring in the Wild: A Real-World Image Deblurring Dataset from Smartphone High-Speed Videos Deblurring images via dark channel prior.IEEE Trans

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:09:40.265625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a556fa15-814b-4714-b714-db14e6d84f3e · outbound

This paper cites Real-world blur dataset for learning and benchmarking de- blurring algorithms.

Deblurring in the Wild: A Real-World Image Deblurring Dataset from Smartphone High-Speed Videos Real-world blur dataset for learning and benchmarking de- blurring algorithms

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:09:40.050925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 675fa90e-b616-44b4-b5e8-719cb6dcd0c9 · outbound

This paper cites Schuler, Michael Hirsch, Stefan Harmeling, and Bernhard Schölkopf.

Deblurring in the Wild: A Real-World Image Deblurring Dataset from Smartphone High-Speed Videos Schuler, Michael Hirsch, Stefan Harmeling, and Bernhard Schölkopf

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:09:39.652910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 20f01825-d104-4558-b895-6d1660d5822c · outbound

This paper cites High-quality motion deblurring from a single image.ACM Trans.

Deblurring in the Wild: A Real-World Image Deblurring Dataset from Smartphone High-Speed Videos High-quality motion deblurring from a single image.ACM Trans

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:09:39.481911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 29b9f410-2fcd-4a01-b27a-ecc43d56faab · outbound

This paper cites Human-aware motion deblur- ring.

Deblurring in the Wild: A Real-World Image Deblurring Dataset from Smartphone High-Speed Videos Human-aware motion deblur- ring

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:09:39.237808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation bb4ba9b7-420e-427c-b6c9-2a9eb11f1cff · outbound

This paper cites Learn- ing a convolutional neural network for non-uniform motion blur removal.

Deblurring in the Wild: A Real-World Image Deblurring Dataset from Smartphone High-Speed Videos Learn- ing a convolutional neural network for non-uniform motion blur removal

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:09:38.913144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 62c6c670-ab31-45f7-ab43-5ceaec14997a · outbound

This paper cites Edge- based blur kernel estimation using patch priors.

Deblurring in the Wild: A Real-World Image Deblurring Dataset from Smartphone High-Speed Videos Edge- based blur kernel estimation using patch priors

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:09:38.668518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fad37c4b-eac5-48ec-bcb5-8a0a7ec6ad9e · outbound

This paper cites an unresolved cited work.

Deblurring in the Wild: A Real-World Image Deblurring Dataset from Smartphone High-Speed Videos Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:09:38.407423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7ad44b7d-cc77-4061-b8c2-0064fc8f213c · outbound

This paper cites Two-phase kernel estimation for ro- bust motion deblurring.

Deblurring in the Wild: A Real-World Image Deblurring Dataset from Smartphone High-Speed Videos Two-phase kernel estimation for ro- bust motion deblurring

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:09:38.054113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 02ec2092-aacc-41b0-b465-f87f4ecd6d59 · outbound

This paper cites Unnatural l0 sparse representation for natural image deblurring.

Deblurring in the Wild: A Real-World Image Deblurring Dataset from Smartphone High-Speed Videos Unnatural l0 sparse representation for natural image deblurring

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:09:37.664642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 137ff7b6-e608-40a0-a515-7d6f5ca91159 · outbound

This paper cites an unresolved cited work.

Deblurring in the Wild: A Real-World Image Deblurring Dataset from Smartphone High-Speed Videos Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:09:37.284057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6e6bbe55-5b96-40af-97a9-108d1ccccfe9 · outbound

This paper cites Multi-Stage Progressive Image Restoration.

Deblurring in the Wild: A Real-World Image Deblurring Dataset from Smartphone High-Speed Videos Multi-Stage Progressive Image Restoration

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:09:36.917721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a725d7f7-ab67-4545-987f-36125fee900f · outbound

This paper cites Restormer: Efficient transformer for high-resolution image restoration.

Deblurring in the Wild: A Real-World Image Deblurring Dataset from Smartphone High-Speed Videos Restormer: Efficient transformer for high-resolution image restoration

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-06T23:09:36.025426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64e4fa10-0fec-4639-a8f9-e94e014c9cf7 · outbound

This paper cites Deep stacked hierarchical multi-patch network for image deblurring.

Deblurring in the Wild: A Real-World Image Deblurring Dataset from Smartphone High-Speed Videos Deep stacked hierarchical multi-patch network for image deblurring

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:09:36.618254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d5b8171a-c76a-44c2-8aca-19353b17ce09 · outbound

This paper cites an unresolved cited work.

Deblurring in the Wild: A Real-World Image Deblurring Dataset from Smartphone High-Speed Videos Unresolved cited work

Reference 2020

Resolution: parse uncertain; raw_fallback, observed 2026-08-06T23:09:39.901096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Pith citing papers

Observation 5e24cb26-fbff-4995-b01b-76b66179f5a4 · inbound

RealVDeblur: One-Step Diffusion for Generalizable Real-World Video Deblurring cites this paper.

RealVDeblur: One-Step Diffusion for Generalizable Real-World Video Deblurring Deblurring in the Wild: A Real-World Image Deblurring Dataset from Smartphone High-Speed Videos

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-01T09:52:42.761062Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.