Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T06:55:30.725397Z
Paper Citation Record · LEDGER
As of 21 August 2026, this Paper Citation Record lists 67 of 67 outbound references and 0 inbound Pith citation observations for arXiv:2601.21738.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-03T06:55:30.725397Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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
67 of 67 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation e1367e80-d973-48e6-912f-78221af50552 · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Modern image quality assessment,
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b5ffc76c-86c0-48e5-83bd-5c8576519c3d · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Perceptual image quality assessment: a survey,
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f36e0f82-38a6-4903-aeac-9bf73019b47b · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Comparison of full-reference image quality models for optimization of image processing systems,
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 72a39bcd-6814-48bb-a143-713efd7d0b89 · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface The effects of a visual fidelity criterion of the encoding of images,
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 92dd97ef-3015-4575-bcbf-9f6bc80e8fe1 · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Image quality assessment: Unifying structure and texture similarity,
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5e930510-2553-4961-bbb9-a1f138b1f012 · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Mean squared error: Love it or leave it? A new look at signal fidelity measures,
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4be13bfc-ed06-41bc-83d2-61246e7df948 · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface What’s wrong with mean-squared error?
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 29de7327-f57a-4157-8ddb-4dcb9968c82f · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Blind image quality assessment using a deep bilinear convolutional neural network,
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6590c275-9e28-4ab3-9dc2-4ea0c71e5f7b · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Deep CNN-based blind im- age quality predictor,
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3b6df069-47dd-40a0-8fb8-5bf5924357bc · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Deep neural networks for no-reference and full-reference image quality assessment,
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8dae0e46-bf95-4fc5-a609-90e65ce0346d · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface TOPIQ: A top-down approach from semantics to distortions for image quality assessment,
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0b07abb1-2a49-4b2f-8c41-10b1d57b550e · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Transformer for image quality assess- ment,
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a3b584a9-fd85-48d0-852b-d0d7adfb88d7 · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Perceptual image quality assessment with transformers,
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 942141ad-972c-46ed-ab23-79a2bc72cf65 · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface MUSIQ: Multi-scale image quality transformer,
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9dd70096-ef3d-4e7f-816b-70b793ba7e64 · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Blind image qual- ity assessment via vision-language correspondence: A multitask learning perspective,
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 43063160-9fdb-4cc0-b45a-844614c1507f · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Boosting image quality assessment through efficient transformer adaptation with local feature enhancement,
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f6035129-5b72-47d6-b408-29ec2b6c6985 · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Q-Bench: A benchmark for general- purpose foundation models on low-level vision,
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 261f3dc3-7c5c-409d-af76-77da692f8a9a · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface VisualQuality-R1: Reasoning-induced image quality assessment via reinforcement learning to rank,
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ba93661f-64d0-4245-8460-4e15db6eb76b · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Fine-grained image quality assessment: A revisit and further thinking,
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1c3262b9-b971-4d1f-bce3-eb1dd34a97cf · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Perceptual quality assessment of smartphone photography,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a83f09e5-0baa-4cd9-b890-aa51a606374d · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Exploring CLIP for assessing the look and feel of images,
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7ed905ae-453e-43e8-9465-ae9d4277593e · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Making a “com- pletely blind
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 631a7304-eaab-493a-a91b-e755a08d4945 · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface J. rank correlation methods,
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2a2316ce-b946-4ba0-80a9-b02291df2d26 · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Blind image quality assessment by gaussian mixture distribution,
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0e5f7b57-f376-45da-bd30-52dee8089c85 · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Image quality assessment: from error visibility to structural similarity,
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e021d2be-d297-4df1-8ccf-f7540e459713 · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Multiscale structural similarity for image quality assessment,
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b1176202-175b-4019-9c59-fd81d0b70de5 · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Information content weighting for perceptual image quality assessment,
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 25ce95b5-51dd-4c27-8ee1-39ecb582f11b · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Image information and visual quality,
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 17fff5f7-36e2-478f-9a7c-0a3c251dc1cb · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface FSIM: A feature similarity index for image quality assessment,
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 51dac72c-8c0c-4710-971e-1bb45c44a90c · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Gradient magnitude similarity deviation: A highly efficient perceptual image quality index,
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 368c5d2f-f187-4691-9007-5fc78a6b48c6 · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface The unreasonable effectiveness of deep features as a perceptual met- ric,
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 61911943-98f4-4bb9-939a-c7ac7495ecea · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Deep- WSD: Projecting degradations in perceptual space to wasserstein distance in deep feature space,
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 23200b2b-cd2e-40c2-a13b-1cf394d881bc · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface DeepDC: Deep Distance Correlation as a Perceptual Image Quality Evaluator
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 39fddd0f-0401-4826-b0bb-040fb70baa5e · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Debi- ased mapping for full-reference image quality assessment,
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9d259fcb-9c85-4a85-855d-6178f984d330 · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface A two-step framework for constructing blind image quality indices,
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f4848fca-15e7-46bc-9edf-16673ace93d1 · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Blind image quality assessment: A natural scene statistics approach in the dct domain,
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 17e58955-eb3c-4d54-8c15-059b652abf01 · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface A psychovisual quality metric in free-energy principle,
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 04d71f3c-acb2-4e81-b9c7-1e1318933c17 · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface No-reference image quality assessment metric by combining free energy theory and structural degradation model,
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5dc6ba49-635d-4486-9064-d920dad90c66 · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface No- reference image quality assessment by hallucinating pristine fea- tures,
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8768e86c-2d89-432a-b4b3-98f029cfc988 · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Convolutional neural networks for no-reference image quality assessment,
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c8254025-c2cc-47d0-8719-5229d4eec1c7 · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Blindly assess image quality in the wild guided by a self-adaptive hyper network,
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 392c1250-9903-472f-89e8-01da4a51c6d5 · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface MetaIQA: Deep meta- learning for no-reference image quality assessment,
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7474fe68-1f8d-4768-8be9-3175e8e2c693 · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Task-specific normaliza- tion for continual learning of blind image quality models,
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f53a375d-024c-49d9-b704-2cd8cb859aa0 · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Learning generalized spatial-temporal deep feature representation for no- reference video quality assessment,
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 881c3935-9fc7-4647-be33-9c9bdbfe72fa · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Q-Align: Teaching LMMs for Visual Scoring via Discrete Text-Defined Levels
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation feaab381-667a-4dc9-ba9d-35d9a47d4fad · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Dog-IQA: Standard-guided Zero-shot MLLM for Mix-grained Image Quality Assessment
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5571adf5-66be-4eb7-a160-dd7051ec0159 · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Adaptive Image Quality Assessment via Teaching Large Multimodal Model to Compare
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 78ad6499-74b4-4a4f-ae06-28c46dbe4184 · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Mitigating perception bias: A training-free approach to enhance lmm for image quality assessment,
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e8b8e533-cd2d-4351-b734-cb7954669caa · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface A perceptually weighted rank correlation indicator for objective image quality assessment,
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 040ff2ef-31ef-4506-9bbe-8ed18e186e7d · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Maximum differentiation (mad) competition: A methodology for comparing computational mod- els of perceptual quantities,
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4650a786-9845-40f3-86d9-2c8e255a5e4c · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Group maximum differentiation competition: Model comparison with few samples,
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f7e6ed2d-400f-4ae2-9bd2-b6194e49687d · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Waterloo exploration database: New challenges for image quality assessment models,
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 49ed10bc-f86d-48db-ba04-c16f7f71217c · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Eigen- distortions of hierarchical representations,
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7f18af54-df65-426d-b394-09327b407a49 · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Beta regression for modelling rates and proportions,
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 376eaf93-3767-4616-bb2b-79a6a42969e3 · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Uncertainty-aware blind image quality assessment in the laboratory and wild,
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e47680f8-5ea8-4b26-8a62-0168b3c45938 · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Descriptive image quality assessment in the wild,
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0e58e66c-718a-4b01-a842-c58657ed8845 · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Delving into deep imbalanced regression,
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e2798e2c-e03d-40d4-8332-6ecf2c9115bb · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface KADID-10k: A large-scale ar- tificially distorted IQA database,
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 07503a28-0b40-4e38-a7ba-fa71599bb397 · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface PIPAL: a large-scale image quality assessment dataset for perceptual image restoration,
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f000c7db-d82e-4372-9d0d-da0d900e9d98 · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Making a “com- pletely blind
Reference 60
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e9bff4d1-7dc4-4e7e-9a1c-2916bbdbc90d · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Exploring CLIP for assessing the look and feel of images,
Reference 61
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6aa6f4bf-4193-43d0-b700-63436df3b58f · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Quality-Aware Image-Text Alignment for Opinion-Unaware Image Quality Assessment
Reference 62
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 51024954-71ea-4d7f-a937-e0518b3fce74 · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface MANIQA: Multi-dimension attention network for no- reference image quality assessment,
Reference 63
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e513ae1b-4c28-4b4b-9e70-d2605ce79875 · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface KonIQ-10k: An eco- logically valid database for deep learning of blind image quality assessment,
Reference 64
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 085d8498-4705-4d58-acda-b1b67366f7a1 · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Massive online crowdsourced study of subjective and objective picture quality,
Reference 65
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8c932074-adc3-4cc6-9404-29e9e5293532 · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Perceptual quality assessment of smartphone photography,
Reference 66
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e04c3648-0644-4ff4-bada-a85607a5e81a · outbound
From Global to Granular: Revealing IQA Model Performance via Correlation Surface Unresolved cited work
Reference 2017
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.