Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T13:12:13.502494Z
Paper Citation Record · LEDGER
Scaling-up Perceptual Video Quality Assessment
As of 19 August 2026, this Paper Citation Record lists 79 of 79 outbound references and 2 inbound Pith citation observations for arXiv:2505.22543.
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 2026-08-18T06:34:40.430872+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-15T23:53:29.365541Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-22T16:11:45.652780Z
Reference resolution
79 of 79 outbound references displayed
- verified exact0
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- unresolved19
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External citation measurements
No source-named external measurement is stored.
Outbound references
Observation a434a2f8-8bb8-4ab8-9102-691fbcece60a · outbound
This paper cites GPT-4 Technical Report.
Scaling-up Perceptual Video Quality Assessment GPT-4 Technical Report
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T13:12:05.340548Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aa36798d-d114-45ca-a5e7-3459979cd507 · outbound
This paper cites Qwen2.5-VL Technical Report.
Scaling-up Perceptual Video Quality Assessment Qwen2.5-VL Technical Report
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T13:12:05.455218Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 241d51f2-e50d-4480-9c94-bce2000e4676 · outbound
This paper cites Feature-based predic- tion of streaming video qoe: Distortions, stalling and mem- ory.SPIC, 68:218–228, 2018.
Scaling-up Perceptual Video Quality Assessment Feature-based predic- tion of streaming video qoe: Distortions, stalling and mem- ory.SPIC, 68:218–228, 2018
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:25.757181Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 4c86654d-7759-40ac-9805-39fc399092f4 · outbound
This paper cites Towards perceptually optimized adaptive video streaming-a realistic quality of experience database.IEEE TIP, 30:5182–5197,.
Scaling-up Perceptual Video Quality Assessment Towards perceptually optimized adaptive video streaming-a realistic quality of experience database.IEEE TIP, 30:5182–5197,
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:25.487441Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 0a2cbf73-7594-4c98-8c49-515ba3147910 · outbound
This paper cites Q-ground: Image quality grounding with large multi-modality models.
Scaling-up Perceptual Video Quality Assessment Q-ground: Image quality grounding with large multi-modality models
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:25.225412Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation c43152b3-b457-4244-a2fa-acfecff7c37f · outbound
This paper cites Panda-70m: Captioning 70m videos with multiple cross-modality teachers.
Scaling-up Perceptual Video Quality Assessment Panda-70m: Captioning 70m videos with multiple cross-modality teachers
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T13:12:05.835732Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 233a67b4-7300-4094-bd33-e442cae16063 · outbound
This paper cites Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling.
Scaling-up Perceptual Video Quality Assessment Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T13:12:05.938818Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ee469bfb-abeb-4b69-8293-14ae74cdc2b1 · outbound
This paper cites Grounding-iqa: Multimodal lan- guage grounding model for image quality assessment.arXiv preprint arXiv:2411.17237, 2024.
Scaling-up Perceptual Video Quality Assessment Grounding-iqa: Multimodal lan- guage grounding model for image quality assessment.arXiv preprint arXiv:2411.17237, 2024
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T13:12:06.077536Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dae11c37-0ef1-4135-a0a1-209e762dc1e7 · outbound
This paper cites A quality-of-experience index for streaming video.IEEE JSTSP, 11(1):154–166, 2016.
Scaling-up Perceptual Video Quality Assessment A quality-of-experience index for streaming video.IEEE JSTSP, 11(1):154–166, 2016
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:25.019760Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 59459aec-b0f1-47ac-ac8a-b918562b4be3 · outbound
This paper cites A quality-of-experience database for adaptive video streaming.
Scaling-up Perceptual Video Quality Assessment A quality-of-experience database for adaptive video streaming
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:24.776136Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 8617efd5-4108-4db2-96d4-1983ea32187d · outbound
This paper cites A bayesian quality-of-experience model for adaptive streaming videos.
Scaling-up Perceptual Video Quality Assessment A bayesian quality-of-experience model for adaptive streaming videos
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:24.563242Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation a85fda56-21eb-467e-ad23-7cd1ad3cc4ea · outbound
This paper cites Slowfast networks for video recognition.
Scaling-up Perceptual Video Quality Assessment Slowfast networks for video recognition
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:24.321569Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation fbc33809-e2c6-4a1d-b940-198ddd016c8b · outbound
This paper cites LMM-VQA: Advancing Video Quality Assessment with Large Multimodal Models.
Scaling-up Perceptual Video Quality Assessment LMM-VQA: Advancing Video Quality Assessment with Large Multimodal Models
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T13:12:06.616225Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d7d60e0b-1c32-4dac-977d-82445761afd2 · outbound
This paper cites In- capture mobile video distortions: A study of subjective be- havior and objective algorithms.IEEE TCSVT, 28(9):2061– 2077, 2017.
Scaling-up Perceptual Video Quality Assessment In- capture mobile video distortions: A study of subjective be- havior and objective algorithms.IEEE TCSVT, 28(9):2061– 2077, 2017
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:24.131259Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation ef76438c-d8a2-4d69-ac0f-773cd2094cb7 · outbound
This paper cites The konstanz natural video database (konvid-1k).
Scaling-up Perceptual Video Quality Assessment The konstanz natural video database (konvid-1k)
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:23.906330Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 15da3550-2825-4b9a-8d97-3a4cc364f6d6 · outbound
This paper cites Aesexpert: Towards multi-modality foun- dation model for image aesthetics perception.
Scaling-up Perceptual Video Quality Assessment Aesexpert: Towards multi-modality foun- dation model for image aesthetics perception
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:23.683256Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 3bd33410-3cb3-413d-8619-846df12cfd6e · outbound
This paper cites VQA$^2$: Visual Question Answering for Video Quality Assessment.
Scaling-up Perceptual Video Quality Assessment VQA$^2$: Visual Question Answering for Video Quality Assessment
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T13:12:07.103946Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c8114cdb-25c0-47e5-a745-3d238a0a2864 · outbound
This paper cites RS-DPO: A Hybrid Rejection Sampling and Direct Preference Optimization Method for Alignment of Large Language Models.
Scaling-up Perceptual Video Quality Assessment RS-DPO: A Hybrid Rejection Sampling and Direct Preference Optimization Method for Alignment of Large Language Models
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T13:12:07.261600Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f482970c-5387-4413-bc83-e46edc4aec8a · outbound
This paper cites Two-level approach for no-reference con- sumer video quality assessment.IEEE TIP, 28(12):5923– 5938, 2019.
Scaling-up Perceptual Video Quality Assessment Two-level approach for no-reference con- sumer video quality assessment.IEEE TIP, 28(12):5923– 5938, 2019
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:23.484217Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation e0e03812-5cfa-4188-8674-e9838765ec33 · outbound
This paper cites Blindly assess quality of in-the-wild videos via quality-aware pre-training and motion perception.IEEE TCSVT, 32(9):5944–5958, 2022.
Scaling-up Perceptual Video Quality Assessment Blindly assess quality of in-the-wild videos via quality-aware pre-training and motion perception.IEEE TCSVT, 32(9):5944–5958, 2022
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:23.283199Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation eb44516c-3451-4cb1-9b3e-efef66886d1e · outbound
This paper cites LLaVA-OneVision: Easy Visual Task Transfer.
Scaling-up Perceptual Video Quality Assessment LLaVA-OneVision: Easy Visual Task Transfer
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T13:12:07.540920Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 884f566e-13ed-4178-bc0d-6e5ba85bcc75 · outbound
This paper cites Quality as- sessment of in-the-wild videos.
Scaling-up Perceptual Video Quality Assessment Quality as- sessment of in-the-wild videos
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:23.161801Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation bee4ac70-d431-4043-829c-d543a9660cd4 · outbound
This paper cites A comparative study of state-of-the-art video encoders on 4k videos.Image Anal- ysis and Recognition.
Scaling-up Perceptual Video Quality Assessment A comparative study of state-of-the-art video encoders on 4k videos.Image Anal- ysis and Recognition
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:22.964834Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation d34a7c4d-dfec-4c80-ae10-a05d6b421b89 · outbound
This paper cites Statistical rejec- tion sampling improves preference optimization.
Scaling-up Perceptual Video Quality Assessment Statistical rejec- tion sampling improves preference optimization
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:22.736661Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 93cd2f75-cfe9-49a4-891f-c76490d85f00 · outbound
This paper cites End- to-end blind quality assessment of compressed videos using deep neural networks.
Scaling-up Perceptual Video Quality Assessment End- to-end blind quality assessment of compressed videos using deep neural networks
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:22.556575Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 88c1b7e0-f58c-4e72-9776-6ae61bf732dc · outbound
This paper cites Perceptual video quality assessment: A sur- vey.SCIS, 67(11):211301, 2024.
Scaling-up Perceptual Video Quality Assessment Perceptual video quality assessment: A sur- vey.SCIS, 67(11):211301, 2024
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:22.328604Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation fbeae403-06c8-479b-91d0-9852861d3adc · outbound
This paper cites No-reference image quality assessment in the spa- tial domain.IEEE TIP, 21(12):4695–4708, 2012.
Scaling-up Perceptual Video Quality Assessment No-reference image quality assessment in the spa- tial domain.IEEE TIP, 21(12):4695–4708, 2012
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:22.079353Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation d5cc45ed-fe44-45f7-bec5-e90707fe4ae3 · outbound
This paper cites completely blind.
Scaling-up Perceptual Video Quality Assessment completely blind
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:21.834931Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 04c013f3-bab5-40b6-b416-14aa40d9aa75 · outbound
This paper cites Cvd2014—a database for evaluating no-reference video quality assess- ment algorithms.IEEE TIP, 25(7):3073–3086, 2016.
Scaling-up Perceptual Video Quality Assessment Cvd2014—a database for evaluating no-reference video quality assess- ment algorithms.IEEE TIP, 25(7):3073–3086, 2016
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:21.635775Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 8171b82a-55c2-4e67-b89b-0f81e919598d · outbound
This paper cites Improving language understanding by gen- erative pre-training.
Scaling-up Perceptual Video Quality Assessment Improving language understanding by gen- erative pre-training
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T13:12:08.271894Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 137168ff-738b-46cd-8ea3-3eb0934245b1 · outbound
This paper cites Large-scale study of perceptual video quality.IEEE TIP, 28(2):612–627, 2018.
Scaling-up Perceptual Video Quality Assessment Large-scale study of perceptual video quality.IEEE TIP, 28(2):612–627, 2018
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:21.510037Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 78270265-f640-4541-aa93-d2d9ec6f3802 · outbound
This paper cites A deep learning based no-reference quality assessment model for ugc videos.
Scaling-up Perceptual Video Quality Assessment A deep learning based no-reference quality assessment model for ugc videos
Reference 32
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:21.282648Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation f5bea529-abfd-43b5-9997-6c82954376bf · outbound
This paper cites Analysis of video quality datasets via design of minimalistic video quality models.IEEE TPAMI,.
Scaling-up Perceptual Video Quality Assessment Analysis of video quality datasets via design of minimalistic video quality models.IEEE TPAMI,
Reference 33
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:21.086981Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 849bd4bf-6961-4f2d-b5e9-0925dbcd6e7a · outbound
This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.
Scaling-up Perceptual Video Quality Assessment Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context
Reference 34
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T13:12:08.505064Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2acc620a-b865-4b60-8011-ecef0ef419b7 · outbound
This paper cites Ugc-vqa: Benchmarking blind video quality assessment for user generated content.IEEE TIP, 30:4449–4464, 2021.
Scaling-up Perceptual Video Quality Assessment Ugc-vqa: Benchmarking blind video quality assessment for user generated content.IEEE TIP, 30:4449–4464, 2021
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:20.851908Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation ef55a3aa-ee32-415a-9ea6-0348333b854a · outbound
This paper cites Rapique: Rapid and accurate video quality prediction of user generated content.
Scaling-up Perceptual Video Quality Assessment Rapique: Rapid and accurate video quality prediction of user generated content
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:20.654738Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 364e9f44-0888-4a08-9c02-4ae46cdc3306 · outbound
This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.
Scaling-up Perceptual Video Quality Assessment Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution
Reference 37
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T13:12:08.689461Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8aa0adcb-59fa-41cb-a957-15cfc9ae0c38 · outbound
This paper cites Youtube ugc dataset for video compression research.
Scaling-up Perceptual Video Quality Assessment Youtube ugc dataset for video compression research
Reference 38
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:20.443052Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 68d0007f-ad74-465f-89c6-67ba0175c26d · outbound
This paper cites Rich features for perceptual quality assessment of ugc videos.
Scaling-up Perceptual Video Quality Assessment Rich features for perceptual quality assessment of ugc videos
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:20.164286Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 4897e9d5-5cac-430a-a90a-bafbbb5158fc · outbound
This paper cites LLM-Generated Natural Language Meets Scaling Laws: New Explorations and Data Augmentation Methods.
Scaling-up Perceptual Video Quality Assessment LLM-Generated Natural Language Meets Scaling Laws: New Explorations and Data Augmentation Methods
Reference 40
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T13:12:09.176111Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0c2cd162-4355-411f-81d5-0c9fd386ebba · outbound
This paper cites Modular blind video quality assess- ment.
Scaling-up Perceptual Video Quality Assessment Modular blind video quality assess- ment
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:19.815850Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 6edc3bda-c9e6-441d-ace3-78de02a15e6b · outbound
This paper cites Neigh- bourhood representative sampling for efficient end-to-end video quality assessment.IEEE TPAMI, 45(12):15185– 15202, 2023.
Scaling-up Perceptual Video Quality Assessment Neigh- bourhood representative sampling for efficient end-to-end video quality assessment.IEEE TPAMI, 45(12):15185– 15202, 2023
Reference 42
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:19.571192Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 62a70cc3-a876-415c-b815-411305e9c38f · outbound
This paper cites Discovqa: Temporal distortion-content transformers for video quality assessment.
Scaling-up Perceptual Video Quality Assessment Discovqa: Temporal distortion-content transformers for video quality assessment
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:19.297056Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 6176826a-cccb-42f9-9fc6-cb1f0a79674c · outbound
This paper cites Exploring video quality assessment on user generated contents from aesthetic and technical perspectives.
Scaling-up Perceptual Video Quality Assessment Exploring video quality assessment on user generated contents from aesthetic and technical perspectives
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:19.048047Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation d66093e3-2bc7-4dad-ab5a-0d08a67c5b8f · outbound
This paper cites Towards explainable in-the-wild video quality assess- ment: A database and a language-prompted approach.
Scaling-up Perceptual Video Quality Assessment Towards explainable in-the-wild video quality assess- ment: A database and a language-prompted approach
Reference 45
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:18.856838Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 7ca8022a-2b7a-4513-acef-c2a97556a006 · outbound
This paper cites Q-instruct: Improving low-level visual abilities for multi-modality foundation models.
Scaling-up Perceptual Video Quality Assessment Q-instruct: Improving low-level visual abilities for multi-modality foundation models
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:18.592292Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 6efe29e9-b279-4a80-b1ec-91e20d1a0946 · outbound
This paper cites Q-align: teaching lmms for visual scoring via discrete text-defined levels.
Scaling-up Perceptual Video Quality Assessment Q-align: teaching lmms for visual scoring via discrete text-defined levels
Reference 47
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:18.199724Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation a24f80da-6431-4743-a1c2-620db99a6e1c · outbound
This paper cites Towards open-ended vi- sual quality comparison.
Scaling-up Perceptual Video Quality Assessment Towards open-ended vi- sual quality comparison
Reference 48
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:18.061954Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation b12a3815-437d-482f-b073-d589355fe8f1 · outbound
This paper cites Qwen2.5 Technical Report.
Scaling-up Perceptual Video Quality Assessment Qwen2.5 Technical Report
Reference 49
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T13:12:10.287718Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 620aabbf-b120-4afa-b7ee-26c1dd0e8496 · outbound
This paper cites mplug- owl3: Towards long image-sequence understanding in multi- modal large language models.
Scaling-up Perceptual Video Quality Assessment mplug- owl3: Towards long image-sequence understanding in multi- modal large language models
Reference 50
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:17.856565Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation b86f0bea-42e4-4c6d-91cd-9dd335c46815 · outbound
This paper cites Patch-vq:’patching up’the video quality problem.
Scaling-up Perceptual Video Quality Assessment Patch-vq:’patching up’the video quality problem
Reference 51
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:17.687327Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 7702659e-3c77-4b1e-9b24-830d3aa5fe1e · outbound
This paper cites Descriptive image quality assessment in the wild.arXiv preprint arXiv:2405.18842,.
Scaling-up Perceptual Video Quality Assessment Descriptive image quality assessment in the wild.arXiv preprint arXiv:2405.18842,
Reference 52
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T13:12:10.628906Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5d9e11ea-c1e4-4bbd-9751-beaf3d54221c · outbound
This paper cites Depicting beyond scores: Advanc- ing image quality assessment through multi-modal language models.
Scaling-up Perceptual Video Quality Assessment Depicting beyond scores: Advanc- ing image quality assessment through multi-modal language models
Reference 53
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:17.549012Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation f6d0adc8-83e3-4a82-a1ee-e7616d203a77 · outbound
This paper cites Sigmoid loss for language image pre-training.
Scaling-up Perceptual Video Quality Assessment Sigmoid loss for language image pre-training
Reference 54
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:17.438802Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 13b8fead-e735-4573-ba26-03a373e513f3 · outbound
This paper cites When scaling meets llm finetuning: The effect of data, model and finetuning method.
Scaling-up Perceptual Video Quality Assessment When scaling meets llm finetuning: The effect of data, model and finetuning method
Reference 55
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:17.305942Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation a9bc4803-341f-4271-be40-952267f9f602 · outbound
This paper cites Video instruction tuning with synthetic data.CoRR, 2024.
Scaling-up Perceptual Video Quality Assessment Video instruction tuning with synthetic data.CoRR, 2024
Reference 56
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:17.179673Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 5dfc1dbb-3d63-4c1e-a64d-0473f973d242 · outbound
This paper cites Q-bench-video: Benchmarking the video quality understanding of lmms.CVPR, 2025.
Scaling-up Perceptual Video Quality Assessment Q-bench-video: Benchmarking the video quality understanding of lmms.CVPR, 2025
Reference 57
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:16.999625Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation a0cf7fd6-42e1-4334-bd7e-e94814e3039e · outbound
This paper cites Lima: Less is more for alignment.NIPS, 36:55006– 55021, 2023.
Scaling-up Perceptual Video Quality Assessment Lima: Less is more for alignment.NIPS, 36:55006– 55021, 2023
Reference 58
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:16.858444Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 94acf722-a960-4cd8-9131-de7112baa1c2 · outbound
This paper cites UNIAA: A Unified Multi-modal Image Aesthetic Assessment Baseline and Benchmark.
Scaling-up Perceptual Video Quality Assessment UNIAA: A Unified Multi-modal Image Aesthetic Assessment Baseline and Benchmark
Reference 59
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T13:12:11.385127Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aa9f807c-47f5-4ef2-abfc-e7004affbf08 · outbound
This paper cites For instance, if the bounding box contains a part of a human body while the surrounding area shows a background wall, this would be valuable for annotation.
Scaling-up Perceptual Video Quality Assessment For instance, if the bounding box contains a part of a human body while the surrounding area shows a background wall, this would be valuable for annotation
Reference 61
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:16.628907Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation bd857a29-9c90-45f9-a2fc-fe92e6539c5b · outbound
This paper cites Additionally, the object should occupy a relatively large proportion of the bounding box.
Scaling-up Perceptual Video Quality Assessment Additionally, the object should occupy a relatively large proportion of the bounding box
Reference 62
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:16.499414Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 75556826-aa98-4527-8264-d363e5785d23 · outbound
This paper cites the left half of the face.
Scaling-up Perceptual Video Quality Assessment the left half of the face
Reference 63
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:16.345284Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 57493f21-cb75-4312-9bb0-bfe9e6b2e60e · outbound
This paper cites an unresolved cited work.
Scaling-up Perceptual Video Quality Assessment Unresolved cited work
Reference 64
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T13:12:16.200374Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 2b1341c7-f9f7-442f-866c-1e55db945cdf · outbound
This paper cites If only a general description of the location is provided (such as center, top left, bottom right, etc.), answer with a location description.
Scaling-up Perceptual Video Quality Assessment If only a general description of the location is provided (such as center, top left, bottom right, etc.), answer with a location description
Reference 65
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:16.068091Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 1ebf0056-f824-4450-b5be-aa9baf06b98b · outbound
This paper cites The answer should only use the information in the descriptions without adding any additional message.
Scaling-up Perceptual Video Quality Assessment The answer should only use the information in the descriptions without adding any additional message
Reference 66
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:15.932681Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 97601b85-0b45-4d07-adbe-6a44255bd921 · outbound
This paper cites Question Answer.
Scaling-up Perceptual Video Quality Assessment Question Answer
Reference 69
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:15.473431Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 0afa7d3d-f76f-4189-b5f3-c8471df2a9e0 · outbound
This paper cites Please aim to be concise, yet accurate and professional in your description.
Scaling-up Perceptual Video Quality Assessment Please aim to be concise, yet accurate and professional in your description
Reference 70
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:15.369315Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 04e21d9c-43c5-456f-90d2-9647a5c3ec23 · outbound
This paper cites Spatial: Provide a brief analysis of the compositional beauty and rationality, clarity of the main subject, and the comfort and accuracy of the main content.
Scaling-up Perceptual Video Quality Assessment Spatial: Provide a brief analysis of the compositional beauty and rationality, clarity of the main subject, and the comfort and accuracy of the main content
Reference 71
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:15.241130Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation a50a85f9-71a8-478c-ba04-c22bcc646756 · outbound
This paper cites "" Step 2: Instruction Generation System Prompt:.
Scaling-up Perceptual Video Quality Assessment "" Step 2: Instruction Generation System Prompt:
Reference 72
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:15.084204Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 1821a587-abd3-4c5f-8b1a-aadc8a3f38c5 · outbound
This paper cites an unresolved cited work.
Scaling-up Perceptual Video Quality Assessment Unresolved cited work
Reference 73
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T13:12:14.901300Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 1a3d302c-821d-41f5-9c42-6f9842e7d8b1 · outbound
This paper cites an unresolved cited work.
Scaling-up Perceptual Video Quality Assessment Unresolved cited work
Reference 74
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T13:12:14.723045Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 6f4bc49b-2fb5-4308-ad79-6b43770b22b7 · outbound
This paper cites The question formats should be as follows:.
Scaling-up Perceptual Video Quality Assessment The question formats should be as follows:
Reference 75
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:14.565505Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 69f1f3d5-6485-4212-a441-5f20390ddb7c · outbound
This paper cites Question + A. Option one, B. Option two Answer: correct choice + answer.
Scaling-up Perceptual Video Quality Assessment Question + A. Option one, B. Option two Answer: correct choice + answer
Reference 76
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:15.732199Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 278b227f-c89e-4509-a009-e6088a675482 · outbound
This paper cites Question + A. Option one, B. Option two, C. Option three, D. Option four Answer: correct choice + answer.
Scaling-up Perceptual Video Quality Assessment Question + A. Option one, B. Option two, C. Option three, D. Option four Answer: correct choice + answer
Reference 77
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:15.594870Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation af690e4f-bf77-440c-973b-99cc32c549a3 · outbound
This paper cites Question Answer.
Scaling-up Perceptual Video Quality Assessment Question Answer
Reference 78
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:14.432644Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 5141df2b-20cd-4a6d-a693-712d991da8b2 · outbound
This paper cites , "prefix.
Reference 79
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:14.302158Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation f87ae99d-2c02-4a4c-b1d8-8eaf7ad09b40 · outbound
This paper cites **Spatial:** The composition is straightforward, offering a clear, wide-angle perspective of the fields.
Scaling-up Perceptual Video Quality Assessment **Spatial:** The composition is straightforward, offering a clear, wide-angle perspective of the fields
Reference 80
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:14.192122Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 2c107c04-bfd6-40e2-bd5d-14f77d54586b · outbound
This paper cites , "prefix.
Reference 81
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:14.080701Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 18255723-6329-4abb-ab8b-c566b10eae96 · outbound
This paper cites In addition, you will receive a motion feature sequence that corresponds to the number of frames in the video, num of frames.
Scaling-up Perceptual Video Quality Assessment In addition, you will receive a motion feature sequence that corresponds to the number of frames in the video, num of frames
Reference 2024
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T13:12:16.752300Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Pith citing papers
Observation 52c33440-edd6-4f64-baa9-e806b7285c0e · inbound
Generalizable Video Quality Assessment via Weak-to-Strong Learning cites this paper.
Generalizable Video Quality Assessment via Weak-to-Strong Learning Scaling-up Perceptual Video Quality Assessment
Reference 6
- Resolution
- verified exact
- arxiv_id, observed 2026-05-22T16:11:45.656053Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation be0c32e2-f38e-48d4-ab0c-2e816895430c · inbound
Generalizable Video Quality Assessment via Weak-to-Strong Learning cites this paper.
Generalizable Video Quality Assessment via Weak-to-Strong Learning Scaling-up Perceptual Video Quality Assessment
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T23:53:29.365541Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.