Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T16:44:50.788543Z
Paper Citation Record · LEDGER
DeQA-Doc: Adapting DeQA-Score to Document Image Quality Assessment
As of 15 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.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
52 of 52 outbound references displayed
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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
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Source-reported events for the cited work
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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
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Source-reported events for the cited work
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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
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Source-reported events for the cited work
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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
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Source-reported events for the cited work
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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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
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
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Source-reported events for the cited work
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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
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Source-reported events for the cited work
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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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
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
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Source-reported events for the cited work
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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
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Source-reported events for the cited work
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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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
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
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Source-reported events for the cited work
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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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
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
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Source-reported events for the cited work
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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
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Source-reported events for the cited work
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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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
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 2026-08-15T06:32:42.880941+00:00.
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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
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
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Source-reported events for the cited work
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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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
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 2026-08-15T06:32:42.880941+00:00.
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 2026-08-15T06:32:42.880941+00:00.
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 2026-08-15T06:32:42.880941+00:00.
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 2026-08-15T06:32:42.880941+00:00.
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 2026-08-15T06:32:42.880941+00:00.
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 2026-08-15T06:32:42.880941+00:00.
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.
Pith citing papers
No inbound Pith citation observations are available.