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Paper Citation Record · LEDGER

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment

As of 16 August 2026, this Paper Citation Record lists 60 of 60 outbound references and 0 inbound Pith citation observations for arXiv:2608.03279.

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

pith.paper-citation-record.v1
2608.03279 v1

Coverage vector

measured 60 of 60 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T21:53:29.808895Z

measured 60 of 60 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

60 of 60 outbound references displayed

  • verified exact1
  • verified fuzzy44
  • unresolved15
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 35466476-0d7b-45a8-b4c0-245b0fbbe19a · outbound

This paper cites Nerf: representing scenes as neural radiance fields for view synthesis,.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Nerf: representing scenes as neural radiance fields for view synthesis,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:53:38.112665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation b628a72e-eb7a-4be9-b2db-cc4eaa6f83f2 · outbound

This paper cites 3d gaussian splatting for real-time radiance field rendering,.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment 3d gaussian splatting for real-time radiance field rendering,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:53:37.886941Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation a430e85f-24a8-499a-86ad-d382bbbe5bab · outbound

This paper cites Scaffold-gs: Structured 3d gaussians for view-adaptive rendering,.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Scaffold-gs: Structured 3d gaussians for view-adaptive rendering,

Reference 3

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation 2eb12c8d-a50e-4ee5-8b6f-1ea5ac07f850 · outbound

This paper cites Hac: Hash-grid assisted context for 3d gaussian splatting compression,.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Hac: Hash-grid assisted context for 3d gaussian splatting compression,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:53:37.413433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T21:53:24.933087Z digest=sha256:dbb332d8aa4a4242f919ef8e7bf5216da9f98a1603501df87d6cb40d5353104c

Observation 8e17b040-6cd3-4313-9d32-150a919a0e6b · outbound

This paper cites Lightgaussian: Unbounded 3d gaussian compression with 15x reduction and 200+ fps,.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Lightgaussian: Unbounded 3d gaussian compression with 15x reduction and 200+ fps,

Reference 5

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verified fuzzy
raw_fallback, observed 2026-08-05T21:53:37.200072Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

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Observation c8339afc-c00f-4f2b-863d-a15262ea6dbb · outbound

This paper cites Compgs: Smaller and faster gaussian splatting with vector quantization,.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Compgs: Smaller and faster gaussian splatting with vector quantization,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:53:36.955291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T21:53:25.114034Z digest=sha256:bb5501c6dfd73fa5243904167e4b06878a0ccd625bf26d5dcaeacb001b1338bc

Observation d10b0e4e-984f-4286-aeff-dcde41765103 · outbound

This paper cites Compressed 3d gaussian splatting for accelerated novel view synthesis,.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Compressed 3d gaussian splatting for accelerated novel view synthesis,

Reference 7

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unresolved
no resolver link, observed 2026-08-05T21:53:25.192445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:53:25.192445Z digest=sha256:3bd5ad9a624d15c4c2e05c488476b7af78333ed5f593f1fd79c4bc80a6257980

Observation 07485910-9592-495f-adb2-e7292c31a1f5 · outbound

This paper cites Compact 3D Gaussian Splatting for Static and Dynamic Radiance Fields.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Compact 3D Gaussian Splatting for Static and Dynamic Radiance Fields

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-05T21:53:25.370939Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:53:25.370939Z digest=sha256:bbfe2aa123f8a6e44ee2b07a6fdb7dda9b9ece253b6eb133374527d02bdf901a

Observation 2aee2fbb-fd25-420b-9f1e-0064939c58ad · outbound

This paper cites Eagles: Efficient accelerated 3d gaussians with lightweight encodings,.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Eagles: Efficient accelerated 3d gaussians with lightweight encodings,

Reference 9

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verified fuzzy
raw_fallback, observed 2026-08-05T21:53:36.656401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T21:53:25.463068Z digest=sha256:3c29763cd2af28ec7d4031d03c95f46ba41284191956bb5824cd2989e7654fab

Observation d8f117b7-dfed-4941-902d-a520deb88034 · outbound

This paper cites V olseggs: Segmentation and tracking in dynamic volumetric scenes via deformable 3d gaussians,.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment V olseggs: Segmentation and tracking in dynamic volumetric scenes via deformable 3d gaussians,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:53:36.389028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T21:53:25.536302Z digest=sha256:1b150a9f6aa4ed1eabdb0c8e36adb3b45dda0d4d4632f9e3d9004aa2c4cc1652

Observation 90584f9e-8b37-45da-b042-0d01f7eb21a2 · outbound

This paper cites Explicit-nerf-qa: A quality assessment database for explicit nerf model compression,.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Explicit-nerf-qa: A quality assessment database for explicit nerf model compression,

Reference 11

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verified fuzzy
raw_fallback, observed 2026-08-05T21:53:36.222441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T21:53:25.613542Z digest=sha256:90d822f89289f4fbeecc45168ae4b3c6582cf49d8b124590d4c34ca7106a3f96

Observation f8a847f2-ef89-4713-8e4f-a29a409ab459 · outbound

This paper cites Nvs-sqa: Exploring self-supervised quality representation learning for neurally synthesized scenes without references,.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Nvs-sqa: Exploring self-supervised quality representation learning for neurally synthesized scenes without references,

Reference 12

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unresolved
no resolver link, observed 2026-08-05T21:53:25.708513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:53:25.708513Z digest=sha256:ff6a306183ec6bce3e82bfba3daa0283139449f1e98e50de20a3ecba9afaf589

Observation e2d8cee1-2c59-4a08-98d6-0824a413b6cd · outbound

This paper cites 3DGS-VBench: A Comprehensive Video Quality Evaluation Benchmark for 3DGS Compression.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment 3DGS-VBench: A Comprehensive Video Quality Evaluation Benchmark for 3DGS Compression

Reference 13

Resolution
verified exact
local_arxiv, observed 2026-08-05T21:53:30.082521Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T21:53:25.801302Z digest=sha256:374dcc491c82b933ce4357087a321e103024c5048cc583ed2988acdd937cbf53

Observation 18dcfd5c-df3f-46cb-8e35-87823dc146f9 · outbound

This paper cites Quantifying and alleviating co-adaptation in sparse-view 3d gaussian splatting,.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Quantifying and alleviating co-adaptation in sparse-view 3d gaussian splatting,

Reference 14

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unresolved
no resolver link, observed 2026-08-05T21:53:25.915415Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:53:25.915415Z digest=sha256:9e0ae851d33f0936099b9d235ede040b17bfc52e0faa7dde2b76b8343cf5caf2

Observation d09ce029-f348-4617-b0fa-9326588b3cd4 · outbound

This paper cites Image quality assessment: from error visibility to structural similarity,.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Image quality assessment: from error visibility to structural similarity,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:53:36.082707Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T21:53:26.042194Z digest=sha256:804d081ba74843f4b98fca6a55138b84b8ca059141a19d537a379cdfc8572223

Observation c0e55225-5781-4a05-a51c-f337257eff89 · outbound

This paper cites 3dgs-ieval-15k: a large-scale image quality evaluation database for 3d gaussian-splatting,.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment 3dgs-ieval-15k: a large-scale image quality evaluation database for 3d gaussian-splatting,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:53:35.953395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T21:53:26.157382Z digest=sha256:bf0c07db66e26b7e995a00044119986dc1b549bf5245411535b1f53ce2998fa3

Observation 2864864e-4133-4fe8-a87e-a203edf23d5e · outbound

This paper cites Nerf view synthesis: Subjective quality assessment and objective metrics evaluation,.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Nerf view synthesis: Subjective quality assessment and objective metrics evaluation,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:53:35.736013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T21:53:26.305732Z digest=sha256:6fc68c902a363f390436a37e548f2e35206a558ccb5ec05c86eb3aa2a37dbfcc

Observation ad4c2906-ee46-4b94-ab14-a937374d2724 · outbound

This paper cites A benchmark for gaussian splatting compression and quality assessment study,.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment A benchmark for gaussian splatting compression and quality assessment study,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:53:35.485918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T21:53:26.446459Z digest=sha256:92fea76dd811274615ccbe568bda5ae3165ff96f58e54e2b53e9125d92fb0e20

Observation 5ccdfee9-a0ff-4fcd-a77d-e66cffd211ad · outbound

This paper cites Nerf-qa: Neural radiance fields quality assessment database,.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Nerf-qa: Neural radiance fields quality assessment database,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:53:35.322582Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T21:53:26.558312Z digest=sha256:a11e53cf169d662089ebf9577d41f800ea626c8cb76196a9d870a15ea098970f

Observation 1353eb0f-0206-4170-b54a-598b85b6a122 · outbound

This paper cites Perceptual quality assessment of nerf and neural view synthesis methods for front-facing views,.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Perceptual quality assessment of nerf and neural view synthesis methods for front-facing views,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:53:35.097546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T21:53:26.661978Z digest=sha256:3c859e3014080bfc458363a62da6cdc7a149d5cdc084cdc52ec31d76d34802a6

Observation db3d38e2-94b2-4099-a64b-09e23e5e057b · outbound

This paper cites Gs-qa: Comprehensive quality assessment benchmark for gaussian splatting view synthesis,.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Gs-qa: Comprehensive quality assessment benchmark for gaussian splatting view synthesis,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:53:34.883948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T21:53:26.752419Z digest=sha256:5be0e75aaf164a48d8ef7610de80b95775bb809d7b258f57f3d00823b6946b24

Observation a3449ef1-9006-4460-aeee-635390a6adf9 · outbound

This paper cites Evaluating Human Perception of Novel View Synthesis: Subjective Quality Assessment of Gaussian Splatting and NeRF in Dynamic Scenes.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Evaluating Human Perception of Novel View Synthesis: Subjective Quality Assessment of Gaussian Splatting and NeRF in Dynamic Scenes

Reference 22

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unresolved
no resolver link, observed 2026-08-05T21:53:26.813701Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:53:26.813701Z digest=sha256:dca25ae162309fceaa0e1384d911ceda8bd7c5ece30e5852540cb844b07ac7b6

Observation ab48e6a7-7d8e-439a-9fc2-8f8dc8abde3b · outbound

This paper cites Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling

Reference 23

Resolution
unresolved
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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:53:26.882009Z digest=sha256:407e7fb5d0a2017f8e80ad4905ae5c6ebd9b5d097b536e5397467cc61f2198bb

Observation f7345a14-f969-49eb-aa2a-06ace95593e4 · outbound

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

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Lora: Low-rank adaptation of large language models

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:53:34.627980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T21:53:26.967038Z digest=sha256:d82a866f0a76e31bfc5b5d6ef4b8601e70fc94d5b31e3b53403fc3c1be2485e9

Observation 75fb0575-b4e4-4623-9f18-eed94db7b0bd · outbound

This paper cites Visual instruction tuning,.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Visual instruction tuning,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:53:34.386299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T21:53:27.037976Z digest=sha256:7042fb4ae6837470936de5da653bbb36fbd92fa9522936e1efd91cc77481ea39

Observation 9a285f95-73f2-4100-a1a8-9ea2f5ea8ba0 · outbound

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

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment The unreasonable effectiveness of deep features as a perceptual metric,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:53:34.171207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T21:53:27.163491Z digest=sha256:1569968f1200bb2d257c70d18ba310d3309e6998481aa48cb982dc11b6ec4624

Observation 3068dd23-eb5c-4585-9c67-2499dacff904 · outbound

This paper cites Improved baselines with visual instruction tuning,.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Improved baselines with visual instruction tuning,

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:53:34.006073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T21:53:27.273191Z digest=sha256:29f0409cc73d805d5a14348f17a6ccf1bdca18d2c7349611ef19f2449fc8f49a

Observation 220acfad-2ea3-417d-8225-494db588a405 · outbound

This paper cites LLaVA-OneVision: Easy Visual Task Transfer.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment LLaVA-OneVision: Easy Visual Task Transfer

Reference 28

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unresolved
no resolver link, observed 2026-08-05T21:53:27.361803Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:53:27.361803Z digest=sha256:5b85c34ca2fb9dce1a6d6153b726d9d22633e0094782484119a850f0ec3b8df6

Observation 6ac06c2a-c082-4904-a5ac-1fbcd888ba59 · outbound

This paper cites LLaVA-NeXT-Interleave: Tackling Multi-image, Video, and 3D in Large Multimodal Models.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment LLaVA-NeXT-Interleave: Tackling Multi-image, Video, and 3D in Large Multimodal Models

Reference 29

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unresolved
no resolver link, observed 2026-08-05T21:53:27.440144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:53:27.440144Z digest=sha256:0b318044b323a3bedd301c1cba5c2e8ae555efe3e27e0cfe7c15d8cc2096d8eb

Observation 054e063e-cafd-4ed6-b06c-2c5ff873cafd · outbound

This paper cites DeepSeek-VL: Towards Real-World Vision-Language Understanding.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment DeepSeek-VL: Towards Real-World Vision-Language Understanding

Reference 30

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unresolved
no resolver link, observed 2026-08-05T21:53:27.505689Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:53:27.505689Z digest=sha256:ab5ee6ceec6e85d6be06e356e3b8fa8ac3f1c9d58bbef9a11471bb4b17ca232b

Observation 9ea1ae87-eaa1-4a0e-bcef-ca7f5e492589 · outbound

This paper cites Qwen2.5-VL Technical Report.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Qwen2.5-VL Technical Report

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-05T21:53:27.575019Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:53:27.575019Z digest=sha256:51aa1ba35085f8fe6b01478a9535ca0a4da2ae71d734522b135d99e4a8b43689

Observation 56f260d8-d787-4cd3-a1f8-0115811051cf · outbound

This paper cites Learning generalized spatial-temporal deep feature representation for no-reference video quality assessment,.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Learning generalized spatial-temporal deep feature representation for no-reference video quality assessment,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:53:33.887526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T21:53:27.638938Z digest=sha256:906560750a23be53e5fb3304e49b98e533d28bceeb11326a9d2cd7eccedce237

Observation fd3975f2-6486-4d28-8667-361b451b0649 · outbound

This paper cites Blind image quality assessment using a deep bilinear convolutional neural network,.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Blind image quality assessment using a deep bilinear convolutional neural network,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:53:33.723359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T21:53:27.748140Z digest=sha256:e4089e8427ae33b8bee3aebeeb057b72985c1be0063d7f97c3fa21476cf6a260

Observation 3a2d210b-efe6-4415-8480-216e6b78eaeb · outbound

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

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Blindly assess image quality in the wild guided by a self-adaptive hyper network,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:53:33.531545Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T21:53:27.834649Z digest=sha256:b759971d1e418778b3b41f0d1fc41bcf20e5e7b69a82f01499ea5fe29d6e0950

Observation aec1fbab-da03-471a-8d0d-6876914b7d20 · outbound

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

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Musiq: Multi- scale image quality transformer,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:53:33.300504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T21:53:27.896222Z digest=sha256:d97c3da4a89ec306c0d1792e1c08cf6b7d415594428c64a10b8f593bf72b9a53

Observation 3f621a5b-bd2a-45ae-a97a-5aef5e305df3 · outbound

This paper cites Pqa-net: Deep no reference point cloud quality assessment via multi- view projection,.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Pqa-net: Deep no reference point cloud quality assessment via multi- view projection,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:53:33.147970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T21:53:27.953523Z digest=sha256:4a3005b4aad913214897a04abf6812e7e87f6782b4e9160ed788c6bbd042193c

Observation 631f900c-e98e-4cab-a4d0-7debc541def0 · outbound

This paper cites Nerf-nqa: No-reference quality assessment for scenes generated by nerf and neural view synthesis methods,.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Nerf-nqa: No-reference quality assessment for scenes generated by nerf and neural view synthesis methods,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:53:32.939135Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T21:53:28.021390Z digest=sha256:c82a106577cbe7681bb7678e44c2f383bfec07e56d021e34daf73d008469eccd

Observation 8f8c16dd-48af-49b6-8da1-08e27f07c74a · outbound

This paper cites Mip-nerf 360: Unbounded anti-aliased neural radiance fields,.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Mip-nerf 360: Unbounded anti-aliased neural radiance fields,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:53:32.812880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T21:53:28.082435Z digest=sha256:291411239bdbd363d303c3dc7da0fc216f368e4b9d93e69baa30319f375e4295

Observation e2819b86-3f32-40b2-ab12-0bfca5e01a24 · outbound

This paper cites Tanks and temples: Benchmarking large-scale scene reconstruction,.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Tanks and temples: Benchmarking large-scale scene reconstruction,

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-05T21:53:28.143392Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:53:28.143392Z digest=sha256:a24a0fa676bf5eaa485d5c29082476bf034b5468417be63b536f6240babfce9e

Observation 15f7c4f7-2ea1-4698-9a4b-77986ab7a27b · outbound

This paper cites Deep blending for free-viewpoint image-based rendering,.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Deep blending for free-viewpoint image-based rendering,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:53:32.637448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T21:53:28.232010Z digest=sha256:0c0139a021fe9872a03deb7c2f8c02096aede01afe93747ec12eeaf708dac311

Observation 4d735f70-6b85-402b-b284-415512479fa4 · outbound

This paper cites Subjective video quality assessment methods for multimedia applications,.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Subjective video quality assessment methods for multimedia applications,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:53:32.438912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T21:53:28.358515Z digest=sha256:8f803c8461d0dc796de0ca89e68d098667369fef2a160075dede0166fb5b3236

Observation 1d68e7b4-002a-4472-9bd8-de2dc133fd53 · outbound

This paper cites 500-14, methodologies for the subjective assessment of the quality of television images,.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment 500-14, methodologies for the subjective assessment of the quality of television images,

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:53:32.276529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T21:53:28.432981Z digest=sha256:f1b3a82be8f6bb4be649d1c61ebd39e750435885bc1027e4bb4c43350b732693

Observation 8d750bd7-b950-4950-abbf-760f60140f90 · outbound

This paper cites Deep residual learning for image recognition,.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Deep residual learning for image recognition,

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-05T21:53:28.494330Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:53:28.494330Z digest=sha256:3fd50ee19a15deefefd176946e493eabbece896e104d359c8bad778f3f42f16e

Observation aa46ac57-b32b-420b-9aff-19105883e493 · outbound

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

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Methodology for the subjective assessment of the quality of television pictures,

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:53:32.113429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T21:53:28.566371Z digest=sha256:19e5b526d77eb317c0ae43998b3255a136079a25de11ddf91f45bc1a6cd8853c

Observation 1b565f1b-5fcc-4fb1-994b-660ec2257f9f · outbound

This paper cites Multiscale structural similarity for image quality assessment,.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Multiscale structural similarity for image quality assessment,

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-05T21:53:28.644642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:53:28.644642Z digest=sha256:06abf8b61700a77bc28775e64f5b92515fe4e3193d1148504061cda9e2085f9d

Observation 565c1352-6402-4a17-84cb-4b92985e4df8 · outbound

This paper cites Information content weighting for perceptual image quality assessment,.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Information content weighting for perceptual image quality assessment,

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:53:31.981501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T21:53:28.711970Z digest=sha256:ea6079c1754f54c6548d430d715933e5f796fea48da01858d922869272d14925

Observation 644aaf95-2837-41a2-91c1-0283b767e38d · outbound

This paper cites Image information and visual quality,.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Image information and visual quality,

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:53:31.845654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T21:53:28.776191Z digest=sha256:31774275010061280dc5007960c7059068295605e9a92d29974538a63feeed19

Observation d25bb710-918c-41ed-8a5a-e9b00c58a276 · outbound

This paper cites Fsim: A feature similarity index for image quality assessment,.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Fsim: A feature similarity index for image quality assessment,

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:53:31.698164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T21:53:28.929105Z digest=sha256:abb9071b308cd7353c36eacd92d8fa6adead94759f4faa35391a411e4d278f77

Observation 17c19a81-c818-4e6c-941e-d3de4a75db6d · outbound

This paper cites No-reference image quality assessment in the spatial domain,.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment No-reference image quality assessment in the spatial domain,

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:53:31.544713Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T21:53:29.010218Z digest=sha256:35f9d720dd7ec631a219b6360f3b8c8738d530c1a43cc90e4ed1035e7b376bef

Observation 09c1a414-54d9-4de2-9577-39f768f6d8ef · outbound

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

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Image quality assessment: Unifying structure and texture similarity,

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:53:31.401710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T21:53:29.066222Z digest=sha256:48b2be6def99c985a57065e1daa05e8bf3768f588669f9be9962fa7252765225

Observation 13d78038-614a-4f76-b6ee-4e875293a278 · outbound

This paper cites mPLUG-Owl3: Towards Long Image-Sequence Understanding in Multi-Modal Large Language Models.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment mPLUG-Owl3: Towards Long Image-Sequence Understanding in Multi-Modal Large Language Models

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-05T21:53:29.121248Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:53:29.121248Z digest=sha256:efbc9206bbb9c228b95ade68bd01aba626478d7b970b525ac7fe9f77d8f0a8eb

Observation 7696d186-47be-438c-b40f-da4773a9d2bb · outbound

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

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Exploring clip for assessing the look and feel of images,

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:53:31.272408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T21:53:29.195966Z digest=sha256:38bec0436d9a92a5a91c90d449416f3faeb6b542c5ed51961878cd48d33f9bf9

Observation 83d94a09-b4d3-4913-8eef-46e4270d57dc · outbound

This paper cites Cogagent: A visual language model for gui agents,.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Cogagent: A visual language model for gui agents,

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:53:31.152094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T21:53:29.280602Z digest=sha256:3a40b7e5af2b832c66c2ca10c49846ff415461c5cd5853011de7a67ee697501c

Observation 4a1aa6c9-bc38-4300-b810-807649818330 · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-05T21:53:29.452860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:53:29.452860Z digest=sha256:758f4c341c8dacba6772092e4e0727681bfad81ce7e2860ac3bf7d87a8208e1f

Observation 6f76a5bc-abab-42f7-867f-b721b0574720 · outbound

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

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Q-align: Teaching lmms for visual scoring via discrete text-defined levels,

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:53:31.028718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T21:53:29.523580Z digest=sha256:9e18ec83a11186aecfeca88d383cc10a4d6a0fa09f3968fac7e39636841c7a18

Observation fb9cc588-a3de-4aea-ae06-7ea29a8d82d2 · outbound

This paper cites LLaMA 3.2: Revolutionizing Edge AI and Vision with Open, Customizable Models,.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment LLaMA 3.2: Revolutionizing Edge AI and Vision with Open, Customizable Models,

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:53:30.915949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T21:53:29.589967Z digest=sha256:b5a429abb84d86beed705ebaf4099d02f419bf6a32be13646fc99b9f50a8a1c3

Observation 8bbafe23-6d4e-49c7-a52f-b8a33bf881b6 · outbound

This paper cites No-reference im- age quality assessment via transformers, relative ranking, and self- consistency,.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment No-reference im- age quality assessment via transformers, relative ranking, and self- consistency,

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:53:30.756800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T21:53:29.639340Z digest=sha256:7438e27cc052308a6d083859f6663a7d763bfb8ecb0049ef620aae7e4f9e788f

Observation 657805a9-a207-49b8-bcb2-53b9e666c187 · outbound

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

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Maniqa: Multi-dimension attention network for no-reference image quality assessment,

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:53:30.618461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T21:53:29.695222Z digest=sha256:76884dc125142b9bcc546cdd9df6b7167163e54602a0665fe64d6630aa6cf7af

Observation e6cfc42d-0c7d-4780-8e9e-8c22d853272f · outbound

This paper cites Blind quality assessment for in-the- wild images via hierarchical feature fusion and iterative mixed database training,.

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Blind quality assessment for in-the- wild images via hierarchical feature fusion and iterative mixed database training,

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:53:30.408419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T21:53:29.747015Z digest=sha256:0ce339918368458d4af34f70ee58dab71cd669bd37304fc73d0423bab1406c7c

Observation 84cf4ab1-0ff8-435a-9180-c74485faeb4a · outbound

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

3DGSI-Assessor: A Large-Scale Dataset and An LMM-based Method for 3D Gaussian Splatting Image Quality Assessment Blind image quality assessment via vision-language correspondence: A multitask learning perspective,

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:53:30.293195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T21:53:29.808895Z digest=sha256:4868de3eed9430a5f710ab5dae10d89c34837ccd6ac40d7c19d2a50284235423

Pith citing papers

No inbound Pith citation observations are available.