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Paper Citation Record · LEDGER

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

As of 23 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 2026-08-23T06:30:58.430688+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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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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
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T23:09:31.554409Z digest=sha256:a7a72ab7d31f80928668774fe0b4cebd330cd408f937f25461162c098f780afd

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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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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 2026-08-23T06:30:58.430688+00:00.

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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 2026-08-23T06:30:58.430688+00:00.

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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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T23:09:32.831316Z digest=sha256:2ae34dc0b76cab15e853a9e5e885b31a8c1b41238b6856c9c9e7128b575d9c00

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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T23:09:33.006423Z digest=sha256:1a64de426face7f1ecb259826394c8c83eba561dd23190a28fc19ed41cd9b058

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T23:09:33.150667Z digest=sha256:e43fdf87cf1610feb9ad585a0a1a6c3f0432aa02cbce819a0185926f7b2210f5

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T23:09:33.297503Z digest=sha256:e5135605c6c7249ee3bf55394306ed964f9f722c2cc0b8ac49b22b99a9e21e58

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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T23:09:33.432892Z digest=sha256:13c4fe598e0bd2cd8fd7972c8d862a732ab91ac39687dd5392cd3a3fc5af963f

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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T23:09:33.591068Z digest=sha256:4f76974a4d01ad0bfece0ecef284891292e5559fa3c2d56eab154ec88cd068a3

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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T23:09:33.785060Z digest=sha256:161293128c14d4b4b5b6e501e8e8ec365b09f717401838a1a3c0ceb72c896fe0

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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T23:09:33.914965Z digest=sha256:4890e88364ea167f7edd5187340ed12fdaedd76d21498960354809c6c264f42b

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T23:09:34.067801Z digest=sha256:711ff2bef02165a5aa9a54320c5fe53551f71cba3409c2a8f0cc648ad3e34524

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T23:09:34.464180Z digest=sha256:3d2108d856560f3856bcc91690de3946f2a551851e36099d7e5cff64776c1b2b

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T23:09:34.592923Z digest=sha256:b4c4fd919a0cef0719d67483d420fe49e74041b9ca51abaeee362faa42a0f080

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T23:09:34.739503Z digest=sha256:684695c22dc13fd1fd32aaa7d0eb8d6fd0d22f95d1a29bb65a65c67aed719c7f

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 2026-08-23T06:30:58.430688+00:00.

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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 2026-08-23T06:30:58.430688+00:00.

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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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T23:09:35.222240Z digest=sha256:7bb47f5ab813bdf7097c2c4cd078a5da8dfcaf8c432918a2fa88c4e251cc8a5c

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T23:09:35.374813Z digest=sha256:8324015d852e51ce88b59c8f9c9c224dcd553a98b0c8a9f5de44da07a56147fe

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T23:09:35.509094Z digest=sha256:0f164962a3ffeec0379021a1b6f9f7f5003d356eee0f781c403219a20c52c368

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T23:09:35.674365Z digest=sha256:daa05af1eda695f6fff9761c4cc49b3add1102ec0137a4b5ec80bf6a628a4b01

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T23:09:35.835396Z digest=sha256:6a54545d061a86f3a3c2503e4b139360bcf56d4f1ca451b1a9f471a5006353da

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.

source=pdf_text observed=2026-08-06T23:09:36.025426Z digest=sha256:365d237a44c637c354c869d68276f37f990e55d8d5239d08ff3e80460bd82694

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 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-06T23:09:36.231069Z digest=sha256:368053be606e0e43003b9d2cfa15c7019114358ecdb7b9e35418c35c823ef274

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 2026-08-23T06:30:58.430688+00:00.

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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

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