Paper Citation Record · LEDGER

The RealDefocus Benchmark for Defocus Deblurring

As of 9 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 1 inbound Pith citation observation for arXiv:2607.21078.

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

pith.paper-citation-record.v1
2607.21078 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T08:35:17.534405Z

measured 39 of 39 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 2026-08-01T08:35:14.259768Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

38 of 38 outbound references displayed

verified exact0
verified fuzzy0
unresolved38
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External citation measurements

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Outbound references

Observation a33af9d3-69da-45d0-81c1-1c0b4c648e5d · outbound

This paper cites This phenomenon, commonly observed when us- ing large aperture settings or imaging scenes with substan- tial depth variation, is often associated with thebokeh ef- fect[1].

The RealDefocus Benchmark for Defocus Deblurring This phenomenon, commonly observed when us- ing large aperture settings or imaging scenes with substan- tial depth variation, is often associated with thebokeh ef- fect[1]

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-01T08:35:14.167344Z

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Unavailable: canonical work link unavailable.

Observation f8b21258-764f-43ea-b5e8-1d3659ebe3b8 · outbound

This paper cites The RealDefocus Benchmark for Defocus Deblurring.

The RealDefocus Benchmark for Defocus Deblurring The RealDefocus Benchmark for Defocus Deblurring

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-01T08:35:14.259768Z

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Unavailable: canonical work link unavailable.

Observation 00ecb9c1-f635-498b-ace5-678f05266dc7 · outbound

This paper cites an unresolved cited work.

The RealDefocus Benchmark for Defocus Deblurring Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-01T08:35:14.329450Z

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Unavailable: canonical work link unavailable.

Observation b6d39b7d-3c1b-4db0-beff-e602654c061b · outbound

This paper cites an unresolved cited work.

The RealDefocus Benchmark for Defocus Deblurring Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-01T08:35:14.392173Z

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Unavailable: canonical work link unavailable.

Observation 72a9d244-c453-455a-a105-98578b2756d7 · outbound

This paper cites Due to a do- main gap, training with synthetic Defocus Blur leads to un- satisfying results under real world conditions [31].

The RealDefocus Benchmark for Defocus Deblurring Due to a do- main gap, training with synthetic Defocus Blur leads to un- satisfying results under real world conditions [31]

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-01T08:35:14.489548Z

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Unavailable: canonical work link unavailable.

Observation 25ee7326-7152-4c22-9ebf-1bc6bd9b35a1 · outbound

This paper cites an unresolved cited work.

The RealDefocus Benchmark for Defocus Deblurring Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-01T08:35:14.530636Z

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Unavailable: canonical work link unavailable.

Observation 881add4b-6777-4da5-b110-b120ea985f34 · outbound

This paper cites Bokehlicious: Photoreal- istic bokeh rendering with controllable apertures,.

The RealDefocus Benchmark for Defocus Deblurring Bokehlicious: Photoreal- istic bokeh rendering with controllable apertures,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-01T08:35:14.638356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec95fdf2-188c-4673-9336-293c2c1fe3dd · outbound

This paper cites What is ’bokeh’?,.

The RealDefocus Benchmark for Defocus Deblurring What is ’bokeh’?,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-01T08:35:14.739825Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23fe3ddc-5bcb-4f56-8947-156779b96594 · outbound

This paper cites End-to-end text recognition with convolutional neural net- works,.

The RealDefocus Benchmark for Defocus Deblurring End-to-end text recognition with convolutional neural net- works,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T08:35:14.816339Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89bfc6d5-d754-4239-91e5-a694a399ea9d · outbound

This paper cites Text recognition in the wild: A survey,.

The RealDefocus Benchmark for Defocus Deblurring Text recognition in the wild: A survey,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-01T08:35:14.910785Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90a6dcb0-a8df-4e93-8720-d266d1ece1d0 · outbound

This paper cites You only look once: Unified, real-time object de- tection,.

The RealDefocus Benchmark for Defocus Deblurring You only look once: Unified, real-time object de- tection,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-01T08:35:15.083183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8f5e6e2-eda3-48ec-90b0-8a1eba28b743 · outbound

This paper cites Analysis of the impact of lens blur on safety-critical automotive object detection,.

The RealDefocus Benchmark for Defocus Deblurring Analysis of the impact of lens blur on safety-critical automotive object detection,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-01T08:35:15.205077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf5dcba9-57ed-474e-b2e9-6400309542aa · outbound

This paper cites On clas- sification of distorted images with deep convolutional neural networks,.

The RealDefocus Benchmark for Defocus Deblurring On clas- sification of distorted images with deep convolutional neural networks,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-01T08:35:15.299665Z

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Unavailable: canonical work link unavailable.

Observation 94c401b0-f303-4be0-9e43-30dfe7707fa4 · outbound

This paper cites Image and depth from a conventional camera with a coded aperture,.

The RealDefocus Benchmark for Defocus Deblurring Image and depth from a conventional camera with a coded aperture,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-01T08:35:15.404203Z

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Unavailable: canonical work link unavailable.

Observation 241f73d6-ebf7-40dd-b1c6-3366947ac3d2 · outbound

This paper cites Non-parametric blur map regression for depth of field extension,.

The RealDefocus Benchmark for Defocus Deblurring Non-parametric blur map regression for depth of field extension,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-01T08:35:15.516619Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56800d7f-b7de-4c0e-9f06-4339eb7dee0b · outbound

This paper cites Defocus deblur- ring using dual-pixel data,.

The RealDefocus Benchmark for Defocus Deblurring Defocus deblur- ring using dual-pixel data,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-01T08:35:15.611778Z

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Unavailable: canonical work link unavailable.

Observation 1d4125a3-d675-482a-b33e-9e67ccf5f75b · outbound

This paper cites Learning to re- duce defocus blur by realistically modeling dual-pixel data,.

The RealDefocus Benchmark for Defocus Deblurring Learning to re- duce defocus blur by realistically modeling dual-pixel data,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-01T08:35:15.696540Z

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Unavailable: canonical work link unavailable.

Observation 88daa7b7-4342-4932-9a3d-d642997420d5 · outbound

This paper cites Aifnet: All-in-focus image restoration network using a light field-based dataset,.

The RealDefocus Benchmark for Defocus Deblurring Aifnet: All-in-focus image restoration network using a light field-based dataset,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-01T08:35:15.823049Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b85e410-faf4-45eb-ab12-200cf763b96d · outbound

This paper cites Gaussian kernel mixture network for single image defocus deblurring,.

The RealDefocus Benchmark for Defocus Deblurring Gaussian kernel mixture network for single image defocus deblurring,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-01T08:35:15.920134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8a56f6a-7cf5-4107-8292-6c2b97b17e3f · outbound

This paper cites Neumann network with recursive kernels for single image defocus deblurring,.

The RealDefocus Benchmark for Defocus Deblurring Neumann network with recursive kernels for single image defocus deblurring,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-01T08:35:16.028502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da57531f-f012-4fd4-bbef-f8ceb567e0ea · outbound

This paper cites Quad-pixel image defocus deblurring: A new benchmark and model,.

The RealDefocus Benchmark for Defocus Deblurring Quad-pixel image defocus deblurring: A new benchmark and model,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-01T08:35:16.121007Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d648d61-7822-4eed-b7ac-5fb74aa0b180 · outbound

This paper cites an unresolved cited work.

The RealDefocus Benchmark for Defocus Deblurring Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-01T08:35:16.212023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6f29ea3-1b71-4229-8792-16fe37435f08 · outbound

This paper cites Liff: Light field features in scale and depth,.

The RealDefocus Benchmark for Defocus Deblurring Liff: Light field features in scale and depth,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-01T08:35:16.313152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a41f998e-384c-4856-8f6f-9f15a7d42020 · outbound

This paper cites Learn- ing to deblur using light field generated and real defocus im- ages,.

The RealDefocus Benchmark for Defocus Deblurring Learn- ing to deblur using light field generated and real defocus im- ages,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-01T08:35:16.426489Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b41f16a-7c5a-4a46-a2a2-11d135d2dd68 · outbound

This paper cites Iterative filter adaptive network for sin- gle image defocus deblurring,.

The RealDefocus Benchmark for Defocus Deblurring Iterative filter adaptive network for sin- gle image defocus deblurring,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-01T08:35:16.541153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1fcc1962-6245-495c-9437-ec027bff6ae7 · outbound

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

The RealDefocus Benchmark for Defocus Deblurring Restormer: Efficient transformer for high-resolution image restoration,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-01T08:35:16.671085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef82010e-0cd3-4fef-9e19-b5acc556bc4d · outbound

This paper cites Efficient visual state space model for image deblurring,.

The RealDefocus Benchmark for Defocus Deblurring Efficient visual state space model for image deblurring,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-01T08:35:16.772804Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84f40e40-35e3-464d-a709-8c5162651307 · outbound

This paper cites Revisiting Image Deblurring with an Efficient ConvNet.

The RealDefocus Benchmark for Defocus Deblurring Revisiting Image Deblurring with an Efficient ConvNet

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-01T08:35:16.893737Z

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Unavailable: canonical work link unavailable.

Observation eed71c9c-d81a-4af8-b5cd-223ee10fa07d · outbound

This paper cites Eamamba: Efficient all-around vision state space model for image restoration,.

The RealDefocus Benchmark for Defocus Deblurring Eamamba: Efficient all-around vision state space model for image restoration,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-01T08:35:17.007928Z

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Unavailable: canonical work link unavailable.

Observation 80c728c7-564c-4bd2-8a51-675bf9ba0e46 · outbound

This paper cites Efficient frequency domain-based transformers for high-quality image deblurring,.

The RealDefocus Benchmark for Defocus Deblurring Efficient frequency domain-based transformers for high-quality image deblurring,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-01T08:35:17.122666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50ee54e3-f94f-4522-a3e2-5fbfbb139405 · outbound

This paper cites Edge-based defocus blur estimation with adaptive scale selection,.

The RealDefocus Benchmark for Defocus Deblurring Edge-based defocus blur estimation with adaptive scale selection,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-01T08:35:17.211918Z

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Observation 5b7f3276-6637-4f2a-a2e4-48f5a78bbf6f · outbound

This paper cites Attention is all you need,.

The RealDefocus Benchmark for Defocus Deblurring Attention is all you need,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-01T08:35:17.262222Z

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Unavailable: canonical work link unavailable.

Observation 446c7699-66de-49cd-8444-36dd81260f12 · outbound

This paper cites Efficiently mod- eling long sequences with structured state spaces,.

The RealDefocus Benchmark for Defocus Deblurring Efficiently mod- eling long sequences with structured state spaces,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-01T08:35:17.298395Z

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Unavailable: canonical work link unavailable.

Observation bfc82417-4b16-49fd-a114-784339215630 · outbound

This paper cites Mamba: Linear-Time Sequence Modeling with Selective State Spaces.

The RealDefocus Benchmark for Defocus Deblurring Mamba: Linear-Time Sequence Modeling with Selective State Spaces

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-01T08:35:17.347520Z

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Unavailable: canonical work link unavailable.

Observation e3a0d783-b22c-4a9a-81a0-9cd7ddc22fe7 · outbound

This paper cites Single image defocus de- blurring via implicit neural inverse kernels,.

The RealDefocus Benchmark for Defocus Deblurring Single image defocus de- blurring via implicit neural inverse kernels,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-01T08:35:17.398972Z

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Unavailable: canonical work link unavailable.

Observation 516c2dd3-5c31-4682-a1c8-8bf9e517ca5d · outbound

This paper cites The unreasonable effectiveness of deep fea- tures as a perceptual metric,.

The RealDefocus Benchmark for Defocus Deblurring The unreasonable effectiveness of deep fea- tures as a perceptual metric,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-01T08:35:17.451723Z

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Observation d9e7e22d-b7b7-4a88-a9ee-22cf74675d39 · outbound

This paper cites Bokehme: When neural rendering meets classical rendering,.

The RealDefocus Benchmark for Defocus Deblurring Bokehme: When neural rendering meets classical rendering,

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-01T08:35:17.489860Z

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Unavailable: canonical work link unavailable.

Observation 621eca24-91c8-4481-ac84-0c526affd9d2 · outbound

This paper cites Extended depth-of-field via focus stacking and graph cuts,.

The RealDefocus Benchmark for Defocus Deblurring Extended depth-of-field via focus stacking and graph cuts,

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-01T08:35:17.534405Z

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Unavailable: canonical work link unavailable.

Pith citing papers

Observation f8b21258-764f-43ea-b5e8-1d3659ebe3b8 · inbound