Pith. sign in

Paper Citation Record · LEDGER

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment

As of 11 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 0 inbound Pith citation observations for arXiv:2507.12796.

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

pith.paper-citation-record.v1
2507.12796 v1

Coverage vector

measured 52 of 52 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T16:44:50.788543Z

measured 52 of 52 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 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

52 of 52 outbound references displayed

  • verified exact0
  • verified fuzzy48
  • unresolved4
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 984556c9-f992-458b-96e4-e37ac555f3b1 · outbound

This paper cites A new document image quality assess- ment method based on hast derivations.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment A new document image quality assess- ment method based on hast derivations

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:58.745080Z

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.

source=pdf_text observed=2026-08-06T16:44:46.315592Z digest=sha256:7e52deb2d6387d4dfcce5aaff2e1f173bf660cc383a414cca1705d1af9e27ee6

Observation 423f7273-b2ee-416f-adc4-7cc898b1d0d3 · outbound

This paper cites Document image quality assessment based on improved gradient magnitude similarity deviation.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment Document image quality assessment based on improved gradient magnitude similarity deviation

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:58.559796Z

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.

source=pdf_text observed=2026-08-06T16:44:46.368716Z digest=sha256:3cc5a222e6110a02bada6146203462406fece39dcd1f12e60290264322b90b09

Observation 6e81e725-f231-41f6-96d7-c486bd92d4bc · outbound

This paper cites Document image quality assessment: A survey.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment Document image quality assessment: A survey

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:58.383173Z

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.

source=pdf_text observed=2026-08-06T16:44:46.501490Z digest=sha256:82b85357f3190238a6f848250f5c83d05e7ae6f702373023faf197e3669ca295

Observation a3997eaa-6947-4678-a2e0-89f23b2e50bf · outbound

This paper cites Qwen2.5-VL Technical Report.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment Qwen2.5-VL Technical Report

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-06T16:44:46.633118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:44:46.633118Z digest=sha256:3443c3a10e24057899d2cfc7fe00c3d09617cb5f5d352ebe3066b6e619735249

Observation 92787902-59f6-4cb2-b035-1eb7477ea526 · outbound

This paper cites Q-Ground: Image quality grounding with large multi-modality models.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment Q-Ground: Image quality grounding with large multi-modality models

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:58.243150Z

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.

source=pdf_text observed=2026-08-06T16:44:46.711357Z digest=sha256:41225c02fe60379a9f7ab048be3aa958d272bd345b5cee27f67a37eb2f507447

Observation fb3be6e1-bd74-49b6-9b09-e089ffb3150e · outbound

This paper cites Toward generalized image quality assessment: Relaxing the per- fect reference quality assumption.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment Toward generalized image quality assessment: Relaxing the per- fect reference quality assumption

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:58.073080Z

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.

source=pdf_text observed=2026-08-06T16:44:46.799941Z digest=sha256:1c89c1d9fb66e965aaddde06a2008490cdfe4d4bbb877ab0f47cee79ca28d404

Observation c436ef8f-d088-4117-b49f-b5849d5f91a9 · outbound

This paper cites Image quality assessment: Unifying structure and texture similarity.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment Image quality assessment: Unifying structure and texture similarity

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:57.928876Z

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.

source=pdf_text observed=2026-08-06T16:44:46.884949Z digest=sha256:6624b1045c2e0f46f62bb958103aa47b84ce595284da8506db80be0a360b279e

Observation 970e85a5-4568-4cb6-a899-409d8ce1e679 · outbound

This paper cites Locally adaptive structure and texture similarity for image quality assessment.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment Locally adaptive structure and texture similarity for image quality assessment

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:57.773517Z

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.

source=pdf_text observed=2026-08-06T16:44:46.982914Z digest=sha256:e75ea5f58fd698539c3cac211d85af586cdf410bb08d4cc2a34b9b6336056a08

Observation 922cde5b-7bfc-4714-b5bc-5525887818a6 · outbound

This paper cites Perceptual quality assessment of smart- phone photography.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment Perceptual quality assessment of smart- phone photography

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:57.604476Z

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.

source=pdf_text observed=2026-08-06T16:44:47.046948Z digest=sha256:5c3ae11970184ec10f752112fecd9aea8f16d0b7607e071f1c0ab3a082337fb4

Observation f026c484-9658-42ba-bf9a-b765855a842d · outbound

This paper cites Shift-tolerant perceptual similarity metric.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment Shift-tolerant perceptual similarity metric

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:57.447758Z

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.

source=pdf_text observed=2026-08-06T16:44:47.150474Z digest=sha256:0aed1ca67d98c41a9f81855fa28eb847bd02d65242df149c3d1642abcde48d05

Observation eec2422b-2b99-467a-ae79-f96056025ca2 · outbound

This paper cites KonIQ-10K: An ecologically valid database for deep learning of blind image quality assessment.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment KonIQ-10K: An ecologically valid database for deep learning of blind image quality assessment

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:57.259741Z

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.

source=pdf_text observed=2026-08-06T16:44:47.250242Z digest=sha256:989bd75a94827dc6f5417c4f2e499b06f63f997e6edd5ea356989e3d0599d89c

Observation b7d40d0b-8bb9-4030-8993-1feeeb45f212 · outbound

This paper cites LoRA: Low-rank adaptation of large language models.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment LoRA: Low-rank adaptation of large language models

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:57.087274Z

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.

source=pdf_text observed=2026-08-06T16:44:47.318374Z digest=sha256:e6558ff9d650706a13e86165c91ef9525d4574fec56757aab1b3c3acef9b43b4

Observation f04f3f1d-2561-461c-8cac-25f8a07fc08b · outbound

This paper cites Decoupled weight de- cay regularization.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment Decoupled weight de- cay regularization

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:56.964057Z

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.

source=pdf_text observed=2026-08-06T16:44:47.388913Z digest=sha256:cfce7df860aab702c9e7b1ab40e2f8fd8ba019664bf545872fa87cb146e0e7b2

Observation b3ba618b-35c3-4b32-8c7e-96bc1abc4c98 · outbound

This paper cites PIPAL: a large-scale image quality assessment dataset for perceptual image restoration.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment PIPAL: a large-scale image quality assessment dataset for perceptual image restoration

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:56.823324Z

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.

source=pdf_text observed=2026-08-06T16:44:47.483548Z digest=sha256:5d1dae3cba14443ca5ae003b8049c1b07ff1562c15589da50293560aa730e79e

Observation 0e03d40c-1f19-485f-906b-009f6971ce56 · outbound

This paper cites A deep learning approach to document image quality as- sessment.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment A deep learning approach to document image quality as- sessment

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:56.695402Z

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.

source=pdf_text observed=2026-08-06T16:44:47.555793Z digest=sha256:1cf42137ba42b7ec3b2ac26a6bffba532f48eb555d22dcde722e9cb5b137bbe6

Observation 4f79ff38-99c1-49e2-bdc1-77af4e8963d6 · outbound

This paper cites MUSIQ: Multi-scale image quality transformer.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment MUSIQ: Multi-scale image quality transformer

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:56.568910Z

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.

source=pdf_text observed=2026-08-06T16:44:47.684826Z digest=sha256:40b8f10ad6da281373228b17fb6deaf5b23c32dcbc3b1228ef0ebe9838f14475

Observation 010243c0-4eee-487e-861f-28c62470d640 · outbound

This paper cites Kumar, F.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment Kumar, F

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:56.418226Z

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.

source=pdf_text observed=2026-08-06T16:44:47.792400Z digest=sha256:57825e6311104cc6505ba64f08fda12ef44c127facaba74333cddacccda209b6

Observation 8761996f-6508-4b05-81bf-297a90ab39c4 · outbound

This paper cites CG-DIQA: No- reference document image quality assessment based on character gradient.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment CG-DIQA: No- reference document image quality assessment based on character gradient

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:56.310530Z

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.

source=pdf_text observed=2026-08-06T16:44:47.851623Z digest=sha256:2f8ba25c96b664166aa3631e9f67fcfdca49fd933ab48c3caca831cf0b7cbb1c

Observation 06c6b78c-873a-44ce-8cfa-d5d5ebf0a050 · outbound

This paper cites KADID- 10K: A large-scale artificially distorted iqa database.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment KADID- 10K: A large-scale artificially distorted iqa database

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:56.219999Z

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.

source=pdf_text observed=2026-08-06T16:44:47.922802Z digest=sha256:08fdaf6b22b3366754586233824e2418590d29506f3b2b6d5b2906bfabe12099

Observation 1c6e35fb-2fca-4404-9cc3-ece628d65bdf · outbound

This paper cites Visual instruction tuning.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment Visual instruction tuning

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:56.075305Z

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.

source=pdf_text observed=2026-08-06T16:44:47.986727Z digest=sha256:8a05d159f6c0db81011907610f4cf1395c970cf7731b1507f2bed3fb9f9837f2

Observation 57896214-48e5-4a33-83e8-29d0b0985d0a · outbound

This paper cites A deep transfer learning ap- proach to document image quality assessment.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment A deep transfer learning ap- proach to document image quality assessment

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:55.959324Z

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.

source=pdf_text observed=2026-08-06T16:44:48.096519Z digest=sha256:e31b618ffdabd273264a6fac0b445a40cb005ee565f031dba255df7d52999059

Observation 722fcba1-4e9c-4504-8031-6c310e3c07a0 · outbound

This paper cites Learning a no-reference quality metric for single-image super-resolution.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment Learning a no-reference quality metric for single-image super-resolution

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:55.844036Z

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.

source=pdf_text observed=2026-08-06T16:44:48.202595Z digest=sha256:477ec5b062c184cc2dba6c0c5a1fcf70371706d1fd842524a983f80daf40af16

Observation f8394edc-3580-4de4-95d9-b10bb62bf6fb · outbound

This paper cites Unified blind quality assessment of compressed natural, graphic, and screen content images.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment Unified blind quality assessment of compressed natural, graphic, and screen content images

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:55.708332Z

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.

source=pdf_text observed=2026-08-06T16:44:48.259958Z digest=sha256:341e5827ef34887b7e900fea622b42ebe40728a334423756d717fa636867474d

Observation a636b6b2-df4a-4d97-b79a-138cb4512a5e · outbound

This paper cites completely blind.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment completely blind

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:55.500513Z

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.

source=pdf_text observed=2026-08-06T16:44:48.352985Z digest=sha256:d3bf9f51dc36341a56dd6a7b03774ec92222bb7cdcfd239f51ecc353e78dc17e

Observation 7e1cf9d2-015d-46e0-bffc-f5e18044183d · outbound

This paper cites Training language models to follow instructions with hu- man feedback.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment Training language models to follow instructions with hu- man feedback

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:55.353588Z

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.

source=pdf_text observed=2026-08-06T16:44:48.457164Z digest=sha256:77af6c54deaaac8ff624457b2c23013a09304a5db9987ee45120024cb8611c6d

Observation 80744ce1-8568-4798-96a9-adc48cc5b0eb · outbound

This paper cites PieAPP: Perceptual image-error assess- ment through pairwise preference.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment PieAPP: Perceptual image-error assess- ment through pairwise preference

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:55.135793Z

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.

source=pdf_text observed=2026-08-06T16:44:48.522285Z digest=sha256:0a1c1b4fd5e925c26723519e5471629fe0339eeb8132977087cf19ee88c4caac

Observation 71b52dac-32f0-4fc7-b24e-c1e029bd385c · outbound

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

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment Learning transferable visual models from natural lan- guage supervision

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:54.946918Z

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.

source=pdf_text observed=2026-08-06T16:44:48.653039Z digest=sha256:603f4ae2f7474b52bb683a9230d600030bdabacde3b3fcfd99a03a93d76d3082

Observation dbdaf7ba-5387-4b81-a304-7c896fc46eee · outbound

This paper cites Blind image quality assessment: A natural scene statis- tics approach in the dct domain.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment Blind image quality assessment: A natural scene statis- tics approach in the dct domain

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:54.739771Z

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.

source=pdf_text observed=2026-08-06T16:44:48.719206Z digest=sha256:135fc1c8fec8caebc07a9dec346fad082a18028c175a99b19baf5c1f24fa6d39

Observation 4a746ab0-b562-42c9-8812-843d6ff044bb · outbound

This paper cites Identity documents image quality assessment.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment Identity documents image quality assessment

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:54.567846Z

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.

source=pdf_text observed=2026-08-06T16:44:48.787809Z digest=sha256:1bf5d7103f7e763820ec01d8b6da1ae37ab8649460d71e0130218e928e493973

Observation f31ceb79-858d-4087-b29f-34a3c24e5edb · outbound

This paper cites Methodology for the subjective assessment of the quality of television pictures.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment Methodology for the subjective assessment of the quality of television pictures

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:54.380797Z

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.

source=pdf_text observed=2026-08-06T16:44:48.888034Z digest=sha256:4c48ee2336c76959bbd9f08252ab44999dd987927184fdb6372b33f90888145f

Observation e72d7258-b676-4293-bfb1-4b1422d0d279 · outbound

This paper cites A method of image quality assessment for text recogni- tion on camera-captured and projectively distorted docu- ments.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment A method of image quality assessment for text recogni- tion on camera-captured and projectively distorted docu- ments

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:54.174670Z

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.

source=pdf_text observed=2026-08-06T16:44:48.959636Z digest=sha256:089d2db14cc1a0e82f3296fb7a9967151b30ad9e9a20d5a4ee3a91297ca13570

Observation 0f152694-b5e8-43ac-bf4e-c9d653526c39 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment LLaMA: Open and Efficient Foundation Language Models

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-06T16:44:49.039284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:44:49.039284Z digest=sha256:33ff81b446dcf12fd15982f69ffc5a5588ba6f670d0a81ab604a352e560f2c31

Observation 55f27c2a-34df-45a2-8a2b-5bf24fb31e9e · outbound

This paper cites Exploring clip for assessing the look and feel of images.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment Exploring clip for assessing the look and feel of images

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:54.028791Z

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.

source=pdf_text observed=2026-08-06T16:44:49.155213Z digest=sha256:7857187c54b70ac448b228eb4e6e1a127085b2d4071ee5d819b70dc139c06fb4

Observation be071431-412c-4019-ab67-10e6c28cc286 · outbound

This paper cites Image quality assessment: from error visi- bility to structural similarity.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment Image quality assessment: from error visi- bility to structural similarity

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:53.856572Z

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.

source=pdf_text observed=2026-08-06T16:44:49.224138Z digest=sha256:4d17d065cde871395adb977e3fd8003f25da87a18944d5d6abe6b5d658cceb9f

Observation 23c81c9f-4a56-4bdd-9cf2-af407ca88589 · outbound

This paper cites Q-Bench: A bench- mark for general-purpose foundation models on low- level vision.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment Q-Bench: A bench- mark for general-purpose foundation models on low- level vision

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:53.592529Z

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.

source=pdf_text observed=2026-08-06T16:44:49.293691Z digest=sha256:0201cca7a8a6163b8e08893723b068d5d1d23b94132a9aeda4649219b75848db

Observation 4383a8b3-1717-49cc-93fc-c6d1b9305f5d · outbound

This paper cites Q-Instruct: Improv- ing low-level visual abilities for multi-modality founda- tion models.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment Q-Instruct: Improv- ing low-level visual abilities for multi-modality founda- tion models

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:53.430716Z

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.

source=pdf_text observed=2026-08-06T16:44:49.383495Z digest=sha256:9c047d9d7884ca175816e6a72e8f2257cbfea9eb2626fc57ea6f004952505c99

Observation 4e07171e-ebac-402d-b45d-3e352117fd9f · outbound

This paper cites Q-Align: Teaching LMMs for visual scoring via discrete text-defined levels.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment Q-Align: Teaching LMMs for visual scoring via discrete text-defined levels

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:53.258240Z

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.

source=pdf_text observed=2026-08-06T16:44:49.511548Z digest=sha256:41c2a4624b65cb478af4261af11bd78ed6b3a7cce84e7705d8267c69e8442af6

Observation 3c4b3f5b-f085-4242-b655-4d5dee990902 · outbound

This paper cites Towards open-ended vi- sual quality comparison.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment Towards open-ended vi- sual quality comparison

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:53.103160Z

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.

source=pdf_text observed=2026-08-06T16:44:49.603923Z digest=sha256:05b4b915e031648b89d13e42d4588cfc49ef1fd46901573fab0a4920ad1e6dcd

Observation 4aa0af39-ce01-4cd0-99a7-bf1c2f9c6364 · outbound

This paper cites A comprehensive study of multimodal large lan- guage models for image quality assessment.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment A comprehensive study of multimodal large lan- guage models for image quality assessment

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:52.923766Z

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.

source=pdf_text observed=2026-08-06T16:44:49.676097Z digest=sha256:8473df372c69ebd9aa7d176935b6c7da27d6c8877731ede27c5d7383edeb6f22

Observation 8d6bf2fa-86f9-479f-84c2-9b3b1eae9e61 · outbound

This paper cites No-reference document image quality as- sessment based on high order image statistics.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment No-reference document image quality as- sessment based on high order image statistics

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:52.749319Z

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.

source=pdf_text observed=2026-08-06T16:44:49.768587Z digest=sha256:9100bfb54f8aceb6f8cddf097a3f44ee8df01b2676a062b779cd32c421d3bfa0

Observation 0db20d19-61fc-4835-a20d-d5972d1a0cef · outbound

This paper cites MANIQA: Multi-dimension attention network for no- reference image quality assessment.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment MANIQA: Multi-dimension attention network for no- reference image quality assessment

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:52.596035Z

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.

source=pdf_text observed=2026-08-06T16:44:49.845527Z digest=sha256:80f2b6565713393ce7536bb364ac7cd97831f7e91a03202c1d4aa1eae7e2c9a5

Observation 5bbe40e7-cc23-4db1-ab73-15701f2ab451 · outbound

This paper cites Document image quality assessment: A brief survey.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment Document image quality assessment: A brief survey

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:52.408158Z

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.

source=pdf_text observed=2026-08-06T16:44:49.902103Z digest=sha256:508e997f966c2fd53e28f525685304a736e2ed6ba6875912e9d64dbafce5c35c

Observation 441450f0-c80c-4255-b68e-9f19d913d517 · outbound

This paper cites mPLUG-Owl2: Revolutionizing multi-modal large lan- guage model with modality collaboration.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment mPLUG-Owl2: Revolutionizing multi-modal large lan- guage model with modality collaboration

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:52.269874Z

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.

source=pdf_text observed=2026-08-06T16:44:49.994820Z digest=sha256:dbea3de5fc633a2b1ffd73c288bfde6bda22476fafea1a9d91ccd5806fa42b9a

Observation 2febaa4e-ac03-43fd-8c10-bbd2a7929fec · outbound

This paper cites Descriptive image quality assessment in the wild.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment Descriptive image quality assessment in the wild

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-06T16:44:50.086855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:44:50.086855Z digest=sha256:d34580e3997ea4c84d83515e6cbb54a2807fabd411ad0f1a60a86389e8f2749d

Observation 51235f0a-df7a-408e-84ef-d568a4ce28ec · outbound

This paper cites Depicting beyond scores: Ad- vancing image quality assessment through multi-modal language models.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment Depicting beyond scores: Ad- vancing image quality assessment through multi-modal language models

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:52.111570Z

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.

source=pdf_text observed=2026-08-06T16:44:50.162126Z digest=sha256:9d100a521a374132f0b21ab66c76f6f752d52742ac018ba265c8f620eef07efb

Observation 22570a67-2e87-4ab9-a84c-c510fb027237 · outbound

This paper cites Teaching large language models to regress ac- curate image quality scores using score distribution.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment Teaching large language models to regress ac- curate image quality scores using score distribution

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:51.862041Z

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.

source=pdf_text observed=2026-08-06T16:44:50.230669Z digest=sha256:cd034ccfe540baecc4a74510e4d8f2cef71af9f36d8a58f16a26ea6849117869

Observation 4f689c2c-c4f2-4006-991b-1625472029f2 · outbound

This paper cites FSIM: A feature similarity index for image quality as- sessment.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment FSIM: A feature similarity index for image quality as- sessment

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:51.712193Z

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.

source=pdf_text observed=2026-08-06T16:44:50.314757Z digest=sha256:5f53fd716751e555a2967fd60ed8e3f0f7491a6cbc6d6c050be3cba86855611c

Observation 42596e01-2532-4e60-bf83-2ad2b93ba8eb · outbound

This paper cites An efficient transformer–cnn network for document image binariza- tion.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment An efficient transformer–cnn network for document image binariza- tion

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:51.529474Z

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.

source=pdf_text observed=2026-08-06T16:44:50.397226Z digest=sha256:48450c60ef55d1826a09a0bd2f70bcc4435e8b5a601c7a8299c89bde058d5f1e

Observation da40d2a7-f7df-4a1d-93bb-35a171055663 · outbound

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

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment The unreasonable effectiveness of deep features as a perceptual metric

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:51.385496Z

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.

source=pdf_text observed=2026-08-06T16:44:50.491885Z digest=sha256:5a7957471b0d5435d29988456edb375c9d55548a014d5e85e9adcd149f830116

Observation 67bd40ff-1e43-433c-89b6-a0cdcd1006b4 · outbound

This paper cites Uncertainty-aware blind image quality assessment in the laboratory and wild.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment Uncertainty-aware blind image quality assessment in the laboratory and wild

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:51.236531Z

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.

source=pdf_text observed=2026-08-06T16:44:50.622772Z digest=sha256:7d2fb9db529ffa6d2ac9f26e7180a1120caf162a0972a280c923435a3e92ac11

Observation 4eb71525-e1cd-4260-b7d0-f43b82e5b5ab · outbound

This paper cites Blind image quality assessment via vision-language correspondence: A multitask learn- ing perspective.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment Blind image quality assessment via vision-language correspondence: A multitask learn- ing perspective

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T16:44:51.108215Z

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.

source=pdf_text observed=2026-08-06T16:44:50.714284Z digest=sha256:9f32ce9cffa42b033376209b6690a14ea6e3c8a9815b03866daee1de2ae1118c

Observation 69120d05-4a98-4f85-a592-2fdf6a7635f3 · outbound

This paper cites Adaptive Image Quality Assessment via Teaching Large Multimodal Model to Compare.

DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment Adaptive Image Quality Assessment via Teaching Large Multimodal Model to Compare

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-06T16:44:50.788543Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:44:50.788543Z digest=sha256:b426eea63b8d9947f2399d7b48e1a317c358dfbf8fcf45f712846e90fa40bd3e

Pith citing papers

No inbound Pith citation observations are available.