Paper Citation Record · LEDGER

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning

As of 20 August 2026, this Paper Citation Record lists 100 of 102 outbound references and 3 inbound Pith citation observations for arXiv:2601.02918.

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

pith.paper-citation-record.v1
2601.02918 v3

Coverage vector

measured 100 of 102 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T12:31:21.451516Z

measured 103 of 103 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-01T07:08:45.796716Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T08:45:35.601894Z

Reference resolution

100 of 102 outbound references displayed

verified exact0
verified fuzzy0
unresolved99
parse uncertain0
malformed identifier1
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e3d5b40d-cfb9-4b64-93cd-f773f5467a99 · outbound

This paper cites Dream- clear: High-capacity real-world image restoration with privacy-safe dataset curation.Proceedings of Advances in Neural Information Processing Systems (NeurIPS), 2024.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Dream- clear: High-capacity real-world image restoration with privacy-safe dataset curation.Proceedings of Advances in Neural Information Processing Systems (NeurIPS), 2024

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:10.465374Z

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Observation a5744b90-843f-48c4-98df-75dbd981f2be · outbound

This paper cites Qwen2.5-VL Technical Report.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Qwen2.5-VL Technical Report

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:10.591627Z

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Observation 8124aa74-fdc5-451d-a48b-2a4511af8a49 · outbound

This paper cites Deep neural net- works for no-reference and full-reference image quality as- sessment.IEEE Transactions on Image Processing (TIP),.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Deep neural net- works for no-reference and full-reference image quality as- sessment.IEEE Transactions on Image Processing (TIP),

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:10.724355Z

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Observation aa886e55-d170-4142-8a2c-772b1290083b · outbound

This paper cites DSPO: Direct Semantic Preference Optimization for Real-World Image Super-Resolution.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning DSPO: Direct Semantic Preference Optimization for Real-World Image Super-Resolution

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:10.900624Z

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Observation e76b0625-b3a2-4934-93b2-586efc0f96a1 · outbound

This paper cites Q-Ponder: A Unified Training Pipeline for Reasoning-based Visual Quality Assessment.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Q-Ponder: A Unified Training Pipeline for Reasoning-based Visual Quality Assessment

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:11.070908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b10e467-614b-4520-a10b-e396e1e6c0b0 · outbound

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

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Q-ground: Image quality grounding with large multi-modality models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:11.241035Z

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Observation 62f3c525-d762-423e-91f2-0e39234078a0 · outbound

This paper cites Mllm-as-a-judge: Assessing multimodal llm-as-a-judge with vision-language benchmark.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Mllm-as-a-judge: Assessing multimodal llm-as-a-judge with vision-language benchmark

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:11.395522Z

Source-reported events for the cited work

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Observation 5029e590-4a8e-4b84-915d-8224405eeb53 · outbound

This paper cites Toward gen- eralized image quality assessment: Relaxing the perfect ref- erence quality assumption.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Toward gen- eralized image quality assessment: Relaxing the perfect ref- erence quality assumption

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:11.574636Z

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Observation a4ede677-428b-40d5-89ef-4d18ed555610 · outbound

This paper cites Grounding-IQA: Multimodal lan- guage grounding model for image quality assessment.arXiv preprint arXiv:2411.17237, 2024.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Grounding-IQA: Multimodal lan- guage grounding model for image quality assessment.arXiv preprint arXiv:2411.17237, 2024

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:11.778382Z

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Observation b39f29b8-a98e-4d75-98e7-28195a374a1c · outbound

This paper cites Reasoning with Exploration: An Entropy Perspective.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Reasoning with Exploration: An Entropy Perspective

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:11.956430Z

Source-reported events for the cited work

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Observation 203c4388-bd55-42b3-b2f4-568ca1be9f80 · outbound

This paper cites Perceptual image quality assessment with trans- formers.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Perceptual image quality assessment with trans- formers

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:12.189693Z

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Observation 20452c6c-8a80-4939-85a2-8cce026a7a79 · outbound

This paper cites Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:12.330960Z

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Observation 9597f3b6-45b0-4d57-866b-58c56273d967 · outbound

This paper cites The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:12.536436Z

Source-reported events for the cited work

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Observation 506de3d5-b7d0-4500-a2cb-4a412d81575f · outbound

This paper cites Diffusion models beat gans on image synthesis.Proceedings of Advances in Neural Information Processing Systems (NeurIPS), 2021.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Diffusion models beat gans on image synthesis.Proceedings of Advances in Neural Information Processing Systems (NeurIPS), 2021

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:12.688190Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c905d08a-89a7-4758-b3ea-58a0ac0d69e1 · outbound

This paper cites Perceptual quality assessment of smartphone pho- tography.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Perceptual quality assessment of smartphone pho- tography

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:12.836842Z

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Observation d08f310e-36a8-4476-9149-897a6435ed50 · outbound

This paper cites Live in the wild image quality challenge database.Online: http://live.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Live in the wild image quality challenge database.Online: http://live

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:12.962973Z

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Unavailable: canonical work link unavailable.

Observation 97a9ad42-829b-4166-85db-26d8bde655d4 · outbound

This paper cites VideoScore: Building Automatic Metrics to Simulate Fine-grained Human Feedback for Video Generation.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning VideoScore: Building Automatic Metrics to Simulate Fine-grained Human Feedback for Video Generation

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:13.136990Z

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Observation b0d589e3-90e2-43fc-a313-d5b52763c592 · outbound

This paper cites Koniq-10k: An ecologically valid database for deep learning of blind image quality assessment.IEEE Transactions on Image Processing (TIP), 2020.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Koniq-10k: An ecologically valid database for deep learning of blind image quality assessment.IEEE Transactions on Image Processing (TIP), 2020

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:13.335708Z

Source-reported events for the cited work

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Observation 13daacec-3aef-48ae-8a98-f7fa277f1ffe · outbound

This paper cites Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:13.438417Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bab05edd-8bfc-4680-9038-6d5eb8a200c2 · outbound

This paper cites Self-Introspective Decoding: Alleviating Hallucinations for Large Vision-Language Models.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Self-Introspective Decoding: Alleviating Hallucinations for Large Vision-Language Models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:13.598216Z

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Observation 7bd2ed84-da36-4a67-97fb-fe33e2faaae2 · outbound

This paper cites VLM-R$^3$: Region Recognition, Reasoning, and Refinement for Enhanced Multimodal Chain-of-Thought.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning VLM-R$^3$: Region Recognition, Reasoning, and Refinement for Enhanced Multimodal Chain-of-Thought

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:13.737069Z

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Observation 56a1bbe8-72e1-4ff9-82a5-9707470a5fb8 · outbound

This paper cites MME-CoT: Benchmarking Chain-of-Thought in Large Multimodal Models for Reasoning Quality, Robustness, and Efficiency.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning MME-CoT: Benchmarking Chain-of-Thought in Large Multimodal Models for Reasoning Quality, Robustness, and Efficiency

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:13.837612Z

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Observation 67e3514e-4ade-430d-a9f8-f1cc685893c5 · outbound

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

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Pipal: a large-scale image quality assessment dataset for perceptual image restoration

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:14.005313Z

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Observation c70b909d-b304-46a3-bf27-e459d1476b96 · outbound

This paper cites Convo- lutional neural networks for no-reference image quality as- sessment.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Convo- lutional neural networks for no-reference image quality as- sessment

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:14.170919Z

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Unavailable: canonical work link unavailable.

Observation 21cffb63-5203-4ae3-b7c8-a95bad0c197b · outbound

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

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Musiq: Multi-scale image quality transformer

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:14.286648Z

Source-reported events for the cited work

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Observation cdfd57f5-0c2b-442f-916b-9ad48e61ba25 · outbound

This paper cites Most apparent distortion: full-reference image quality assessment and the role of strategy.Journal of Electronic Imaging, 2010.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Most apparent distortion: full-reference image quality assessment and the role of strategy.Journal of Electronic Imaging, 2010

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:14.447494Z

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Observation 39c1b8f4-e0fb-46a5-9884-566232bb04b1 · outbound

This paper cites Mitigating object hallucinations in large vision-language models through vi- sual contrastive decoding.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Mitigating object hallucinations in large vision-language models through vi- sual contrastive decoding

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:14.551330Z

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Observation 44222b4b-ecc8-4b0b-a02b-26cc343ed998 · outbound

This paper cites Agiqa-3k: An open database for ai-generated image quality assessment.IEEE Transactions on Circuits and Sys- tems for Video Technology (TCSVT), 2023.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Agiqa-3k: An open database for ai-generated image quality assessment.IEEE Transactions on Circuits and Sys- tems for Video Technology (TCSVT), 2023

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:14.724906Z

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Observation 8013f432-c8e3-48fe-98c4-bb80e7e7d9f9 · outbound

This paper cites Q-Insight: Understanding Image Quality via Visual Reinforcement Learning.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Q-Insight: Understanding Image Quality via Visual Reinforcement Learning

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:14.886253Z

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Observation 23d88e49-c7ba-4b4d-8f6c-6006411e440b · outbound

This paper cites SwinIR: Image restoration us- ing swin transformer.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning SwinIR: Image restoration us- ing swin transformer

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:15.086618Z

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Unavailable: canonical work link unavailable.

Observation aeb1b37b-5be1-4d66-8644-db56fdee365d · outbound

This paper cites Kadid-10k: A large-scale artificially distorted iqa database.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Kadid-10k: A large-scale artificially distorted iqa database

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:15.168364Z

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Observation 29ba17ed-b50d-4959-a3aa-b392d9161af6 · outbound

This paper cites Visual instruction tuning.Proceedings of Advances in Neural Information Processing Systems (NeurIPS), 2023.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Visual instruction tuning.Proceedings of Advances in Neural Information Processing Systems (NeurIPS), 2023

Reference 32

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Observation 38526581-2307-437b-b8bb-f057c52e3b99 · outbound

This paper cites Dog-IQA: Standard-guided Zero-shot MLLM for Mix-grained Image Quality Assessment.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Dog-IQA: Standard-guided Zero-shot MLLM for Mix-grained Image Quality Assessment

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:15.414580Z

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Observation 786f6c03-679a-4a01-bb9d-bb27dea89804 · outbound

This paper cites Paying more atten- tion to image: A training-free method for alleviating halluci- nation in lvlms.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Paying more atten- tion to image: A training-free method for alleviating halluci- nation in lvlms

Reference 34

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Observation fc61ed7b-b752-4cb1-80a0-cced28c8f9b5 · outbound

This paper cites Rankiqa: Learning from rankings for no-reference image quality assessment.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Rankiqa: Learning from rankings for no-reference image quality assessment

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:15.633513Z

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Observation bb37e17f-38cc-42a3-82ba-c5c6e6f7fe7c · outbound

This paper cites Visual-RFT: Visual Reinforcement Fine-Tuning.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Visual-RFT: Visual Reinforcement Fine-Tuning

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:15.730521Z

Source-reported events for the cited work

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Observation 1da3766f-f511-40d6-b6bc-415a68c80bec · outbound

This paper cites Learning a no-reference quality metric for single-image super-resolution.Computer Vision and Image Understanding (CVIU), 2017.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Learning a no-reference quality metric for single-image super-resolution.Computer Vision and Image Understanding (CVIU), 2017

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:15.805223Z

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Observation 8e8eb933-eabe-4651-ad83-70c45b19ed50 · outbound

This paper cites MM-Eureka: Exploring the Frontiers of Multimodal Reasoning with Rule-based Reinforcement Learning.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning MM-Eureka: Exploring the Frontiers of Multimodal Reasoning with Rule-based Reinforcement Learning

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:15.914493Z

Source-reported events for the cited work

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Observation a512f04d-c852-4aea-82a1-7bc106b2e246 · outbound

This paper cites No-reference image quality assessment in the spa- tial domain.IEEE Transactions on Image Processing (TIP),.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning No-reference image quality assessment in the spa- tial domain.IEEE Transactions on Image Processing (TIP),

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:15.987545Z

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Observation d9ea613f-6d8d-4406-89f6-ec972458b429 · outbound

This paper cites completely blind.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning completely blind

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:16.098370Z

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Observation 13c32ae8-7ab8-4bba-9c98-c5194bba8b3a · outbound

This paper cites A two- step framework for constructing blind image quality indices.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning A two- step framework for constructing blind image quality indices

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:16.179831Z

Source-reported events for the cited work

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Observation 016fa558-89d3-481c-ad09-7a33b5635c64 · outbound

This paper cites Blind image quality assessment: From natural scene statistics to perceptual quality.IEEE Transactions on Image Processing (TIP), 2011.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Blind image quality assessment: From natural scene statistics to perceptual quality.IEEE Transactions on Image Processing (TIP), 2011

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:16.249708Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a56a50f-5f81-4d76-8335-40da8d3518be · outbound

This paper cites Blind predicting similar quality map for image quality assessment.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Blind predicting similar quality map for image quality assessment

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:16.352521Z

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Observation 2d0db76d-4dc8-4c7b-8a4f-b14b2d6bfa44 · outbound

This paper cites Learn- ing transferable visual models from natural language super- vision.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Learn- ing transferable visual models from natural language super- vision

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:16.425992Z

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Observation 288016e8-0d8b-4983-bc92-a7f13a052f00 · outbound

This paper cites Exploring the limits of transfer learning with a unified text-to-text transformer.Journal of Machine Learn- ing Research (JMLR), 2020.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Exploring the limits of transfer learning with a unified text-to-text transformer.Journal of Machine Learn- ing Research (JMLR), 2020

Reference 45

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Observation bd2e3b60-0202-4365-b465-ee5bc57a8409 · outbound

This paper cites High-resolution image synthesis with latent diffusion models.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning High-resolution image synthesis with latent diffusion models

Reference 46

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Observation 339d5a8d-0615-4e08-b38c-666ae43582bf · outbound

This paper cites Proximal Policy Optimization Algorithms.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Proximal Policy Optimization Algorithms

Reference 47

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Observation d1aa4fac-0e8f-423f-ab72-507c8c9b70ed · outbound

This paper cites Visual cot: Advancing multi-modal language models with a comprehen- sive dataset and benchmark for chain-of-thought reasoning.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Visual cot: Advancing multi-modal language models with a comprehen- sive dataset and benchmark for chain-of-thought reasoning

Reference 48

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Observation f1073232-f6d0-4b14-993c-e345e0dc31c7 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 49

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Observation 4d20d988-de98-49b9-85ca-d52942405647 · outbound

This paper cites VLM-R1: A Stable and Generalizable R1-style Large Vision-Language Model.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning VLM-R1: A Stable and Generalizable R1-style Large Vision-Language Model

Reference 50

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Observation 1bac1f1e-aaaf-4797-a5a1-4c5d5630ae79 · outbound

This paper cites Pixel Reasoner: Incentivizing Pixel-Space Reasoning with Curiosity-Driven Reinforcement Learning.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Pixel Reasoner: Incentivizing Pixel-Space Reasoning with Curiosity-Driven Reinforcement Learning

Reference 51

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Observation 8a9578cd-fce5-4c47-b2c3-598559e0a72e · outbound

This paper cites Blindly assess image qual- ity in the wild guided by a self-adaptive hyper network.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Blindly assess image qual- ity in the wild guided by a self-adaptive hyper network

Reference 52

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Observation cff3ba15-fa52-494d-855d-fd06d65976eb · outbound

This paper cites Koniq++: Boosting no-reference image quality assessment in the wild by jointly predicting image quality and defects.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Koniq++: Boosting no-reference image quality assessment in the wild by jointly predicting image quality and defects

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Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:17.191591Z

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Observation dfdd89bf-29df-4d3e-b8c0-41645267d0d5 · outbound

This paper cites Graphiqa: Learning distortion graph representations for blind image quality assessment.IEEE Transactions on Multimedia (TMM), 2022.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Graphiqa: Learning distortion graph representations for blind image quality assessment.IEEE Transactions on Multimedia (TMM), 2022

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Observation 1f517d66-c882-4e49-b09d-1f23196077e5 · outbound

This paper cites RFSR: Improving ISR Diffusion Models via Reward Feedback Learning.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning RFSR: Improving ISR Diffusion Models via Reward Feedback Learning

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Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:17.429900Z

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Observation afb6d9c9-26f1-432f-a368-9136e36cb21a · outbound

This paper cites Nima: Neural image assessment.IEEE Transactions on Image Processing (TIP),.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Nima: Neural image assessment.IEEE Transactions on Image Processing (TIP),

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Observation 8f3f9dd3-31c0-4415-ad81-29c2abd2b2bf · outbound

This paper cites A law of comparative judgment.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning A law of comparative judgment

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:17.758642Z

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Observation 422369cf-0614-4ef3-bdbe-473ed6896408 · outbound

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

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning LLaMA: Open and Efficient Foundation Language Models

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Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:17.919719Z

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Observation 52b72c73-f6f0-48a1-9db1-34275645a85f · outbound

This paper cites Ex- ploring clip for assessing the look and feel of images.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Ex- ploring clip for assessing the look and feel of images

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Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:18.236942Z

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Observation 4c641a5a-de35-4f08-a734-497ffa2645c7 · outbound

This paper cites Chan, and Chen Change Loy.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Chan, and Chen Change Loy

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Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:18.394972Z

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Observation 9ad5c309-bf5b-4668-b210-729cb647f625 · outbound

This paper cites Seedvr: Seeding in- finity in diffusion transformer towards generic video restora- tion.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Seedvr: Seeding in- finity in diffusion transformer towards generic video restora- tion

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Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:18.591363Z

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Observation d6d37c2d-83de-4328-b09b-d2df20d1d31d · outbound

This paper cites Unified multimodal chain-of-thought reward model through reinforcement fine- tuning.arXiv preprint arXiv:2505.03318, 2025.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Unified multimodal chain-of-thought reward model through reinforcement fine- tuning.arXiv preprint arXiv:2505.03318, 2025

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Source-reported events for the cited work

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Observation 42c9bc39-0547-43c5-bb41-aadb57114b05 · outbound

This paper cites Q-instruct: Improving low-level visual abilities for multi-modality foundation models.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Q-instruct: Improving low-level visual abilities for multi-modality foundation models

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Source-reported events for the cited work

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Observation a32af9ae-b768-4dd9-b800-8c6aff676199 · outbound

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

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Q-align: Teaching lmms for visual scoring via discrete text-defined levels

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Source-reported events for the cited work

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Observation e907ef3f-1e08-4442-b048-60e9f675b08f · outbound

This paper cites DP2O-SR: Direct perceptual preference optimization for real-world image super-resolution.NeurIPS, 2025.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning DP2O-SR: Direct perceptual preference optimization for real-world image super-resolution.NeurIPS, 2025

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Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:19.287248Z

Source-reported events for the cited work

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Observation 19613023-6b4a-4438-af5b-3853735dae25 · outbound

This paper cites Visualquality-r1: Reasoning-induced image quality assess- ment via reinforcement learning to rank.arXiv preprint arXiv:2505.14460, 2025.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Visualquality-r1: Reasoning-induced image quality assess- ment via reinforcement learning to rank.arXiv preprint arXiv:2505.14460, 2025

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Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:19.541435Z

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Observation b1857817-b6bf-460c-b2cf-5b9ddea88f20 · outbound

This paper cites ScaleCap: Inference-Time Scalable Image Captioning via Dual-Modality Debiasing.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning ScaleCap: Inference-Time Scalable Image Captioning via Dual-Modality Debiasing

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Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:19.632698Z

Source-reported events for the cited work

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Observation 944e7272-7c5e-4fcb-99b2-f056ba6f0c59 · outbound

This paper cites Qwen2.5 Technical Report.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Qwen2.5 Technical Report

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Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:19.741816Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3367c16d-9aa9-46e6-ac55-8c4a53af3a6e · outbound

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

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Maniqa: Multi-dimension attention network for no-reference image quality assessment

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Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:19.981189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb583fc5-7f24-49a3-9774-66c6a48d194b · outbound

This paper cites Descriptive image quality assessment in the wild.arXiv preprint arXiv:2405.18842,.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Descriptive image quality assessment in the wild.arXiv preprint arXiv:2405.18842,

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Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:20.076064Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52d1332c-7b3e-4f8e-9bf5-148bbd1be4da · outbound

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

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Depicting beyond scores: Ad- vancing image quality assessment through multi-modal lan- guage models

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Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:20.183310Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e55714a-5bf3-47db-885c-f3d0bfa21ae1 · outbound

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

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Teaching large language models to regress accurate image quality scores using score distribution

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Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:20.307451Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a2cbe96-a7ea-458a-8649-21e4cc364f6a · outbound

This paper cites Perception-R1: Pioneering Perception Policy with Reinforcement Learning.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Perception-R1: Pioneering Perception Policy with Reinforcement Learning

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Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:20.389170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87cbab95-cf23-4033-b73f-f00fcd266110 · outbound

This paper cites Scaling up to excellence: Practicing model scaling for photo- realistic image restoration in the wild.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Scaling up to excellence: Practicing model scaling for photo- realistic image restoration in the wild

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Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:20.495877Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e408f39e-1063-4e66-a042-ed3feb88153f · outbound

This paper cites R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization

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Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:20.612640Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e31ddf19-b35b-40f8-93c7-eccb061dd320 · outbound

This paper cites Blind image quality assessment using a deep bilinear convolutional neural network.IEEE Transactions on Cir- cuits and Systems for Video Technology (TCSVT), 2018.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Blind image quality assessment using a deep bilinear convolutional neural network.IEEE Transactions on Cir- cuits and Systems for Video Technology (TCSVT), 2018

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Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:20.705001Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c30bfea-f3d5-4a65-9df0-33aa5748dd70 · outbound

This paper cites Adaptive Chain-of-Focus Reasoning via Dynamic Visual Search and Zooming for Efficient VLMs.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Adaptive Chain-of-Focus Reasoning via Dynamic Visual Search and Zooming for Efficient VLMs

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:20.790502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf541e76-4eee-45a0-976e-b84c20222e98 · outbound

This paper cites DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning

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Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:20.871951Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b1168c0-a26f-4814-b7af-3cb426754720 · outbound

This paper cites Metaiqa: Deep meta-learning for no- reference image quality assessment.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Metaiqa: Deep meta-learning for no- reference image quality assessment

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Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:20.949012Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 154d7246-0bdb-4f62-90a0-01685a9e038e · outbound

This paper cites Adaptive image quality assess- ment via teaching large multimodal model to compare.Pro- ceedings of Advances in Neural Information Processing Sys- tems (NeurIPS), 2024.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Adaptive image quality assess- ment via teaching large multimodal model to compare.Pro- ceedings of Advances in Neural Information Processing Sys- tems (NeurIPS), 2024

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Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:21.004205Z

Source-reported events for the cited work

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Observation 09c8caeb-734a-4523-89ef-d1db294747d7 · outbound

This paper cites Data Construction Prompts Tab.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Data Construction Prompts Tab

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:21.057408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc3c8fd0-c06e-4377-8d9e-8e3f50eef8ee · outbound

This paper cites 7 presents the prompts used to validate the effective- ness of our reasoning chains on the KonIQ and SPAQ [15] datasets.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning 7 presents the prompts used to validate the effective- ness of our reasoning chains on the KonIQ and SPAQ [15] datasets

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:21.101189Z

Source-reported events for the cited work

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Observation 2112f75d-9ce4-4214-acff-eb0da4ff8f77 · outbound

This paper cites Directions for Improvement.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Directions for Improvement

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:21.166219Z

Source-reported events for the cited work

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Observation 48b695c5-643e-44e1-9184-178a810ce4b0 · outbound

This paper cites 10 through Fig.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning 10 through Fig

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:21.209964Z

Source-reported events for the cited work

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Observation f0b3a9ec-cd3d-4cb5-af69-9c2f2913a6a0 · outbound

This paper cites an unresolved cited work.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Unresolved cited work

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:21.270433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ab9a8c7-a169-4f03-80e0-6b6bae234488 · outbound

This paper cites an unresolved cited work.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Unresolved cited work

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:21.344032Z

Source-reported events for the cited work

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Observation 8ed37252-8554-456a-afb8-07b504689896 · outbound

This paper cites an unresolved cited work.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Unresolved cited work

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:21.383018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3bdb661e-ab83-4bfa-9b19-373683d171f0 · outbound

This paper cites bbox 2d":Coordinates[x1, y1, x2, y2]for the crop, or[0,0,0,0]if no crop is needed.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning bbox 2d":Coordinates[x1, y1, x2, y2]for the crop, or[0,0,0,0]if no crop is needed

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:21.388805Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b05b3ab-f647-4e70-82bf-fb3cd49e993c · outbound

This paper cites an unresolved cited work.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Unresolved cited work

Reference 90

Resolution: malformed identifier; no resolver link, observed 2026-08-03T12:31:21.394018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a03fcd6-f1d2-4983-a14b-9fbc1c5df8f5 · outbound

This paper cites an unresolved cited work.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Unresolved cited work

Reference 91

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:21.399271Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42e992e5-03d9-482a-93bb-ee3440937987 · outbound

This paper cites an unresolved cited work.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Unresolved cited work

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:21.404559Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f27bd96-0852-468a-b4d2-247b33ea5a1b · outbound

This paper cites an unresolved cited work.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Unresolved cited work

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:21.409862Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd4bb2a3-7cdf-4fc3-bd11-cabc268f1596 · outbound

This paper cites bbox 2d":Always[0, 0, 0, 0].

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning bbox 2d":Always[0, 0, 0, 0]

Reference 94

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:21.415053Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e642ff57-6382-4ecb-848a-362b077ece87 · outbound

This paper cites an unresolved cited work.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Unresolved cited work

Reference 95

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:21.420821Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bfd74085-3e69-4ac6-be2c-0fd55c9dd017 · outbound

This paper cites an unresolved cited work.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Unresolved cited work

Reference 96

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:21.425784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4dcde2b2-900f-46f2-94d4-5e80a378cc01 · outbound

This paper cites Cannondale.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Cannondale

Reference 97

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:21.430867Z

Source-reported events for the cited work

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Observation 9d67598f-dde5-4e9d-890a-7a2cc1cf085a · outbound

This paper cites an unresolved cited work.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Unresolved cited work

Reference 98

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:21.437244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51a591cf-2575-448d-b6bd-4190418ef15a · outbound

This paper cites an unresolved cited work.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Unresolved cited work

Reference 99

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:21.441834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 412d6ff6-7cc3-4a98-a1ba-393376a2242a · outbound

This paper cites an unresolved cited work.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning Unresolved cited work

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Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:21.446587Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01672521-6f5b-4f43-a879-358cdef4eaee · outbound

This paper cites hedging), regardless of the assessment’s correctness.

Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning hedging), regardless of the assessment’s correctness

Reference 101

Resolution: unresolved; no resolver link, observed 2026-08-03T12:31:21.451516Z

Source-reported events for the cited work

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Pith citing papers

Observation 3359757f-2797-4fbd-a0e7-3acff133b730 · inbound

Q-DeepSight: Incentivizing Thinking with Images for Image Quality Assessment and Refinement cites this paper.

Q-DeepSight: Incentivizing Thinking with Images for Image Quality Assessment and Refinement Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-07-10T02:19:34.213243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 250a7c5d-6820-4e07-86ba-25438e8e3849 · inbound

MR-IQA: A Unified Margin View of Regression and Ranking for Blind Image Quality Assessment cites this paper.

MR-IQA: A Unified Margin View of Regression and Ranking for Blind Image Quality Assessment Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-07-10T02:19:34.213243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 475096b1-3c87-478d-b7e5-2a954562bdaf · inbound

MR-IQA: A Unified Margin View of Regression and Ranking for Blind Image Quality Assessment cites this paper.

MR-IQA: A Unified Margin View of Regression and Ranking for Blind Image Quality Assessment Zoom-IQA: Image Quality Assessment with Reliable Region-Aware Reasoning

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-07-10T02:19:34.213243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.