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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 9 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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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

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verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:53:24.933087Z digest=sha256:bdb526386f37f29443f77ed21d19a595dbd4f7ede46873c4ffa426eae7a38021

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:53:25.037044Z digest=sha256:c87abd6694a7b8c3c9a24326da790886c1074a35c519b0ef505cf60a9ee8484e

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

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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:53:25.114034Z digest=sha256:96e0a1adffd1fb6a1f627a795f7c5dec33bd9b69bbb0d9322557ab7f37e14854

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=sha256:1e9fda0c3e3f811d382d456f3803fad1e6240815654471f92e6104d7ef07a76d

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

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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=sha256:321d91ada4eb88d84e3d3e7595b150c433481695a7ad0c1f48c8916970679515

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:53:25.463068Z digest=sha256:106e378970de22a9a26b240094d674e85a063fe7a0483b8299a61e93cc417633

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:53:25.536302Z digest=sha256:ec2bbd2cc07e0f3cd125f787445ebc6ab0d7343e5ffa0585b2519be0c4aa94a6

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:53:25.613542Z digest=sha256:0e569342a21727d4a0ddf01d45e78f5467bdb1477ca5c4ff3cd5fc84ea7a7212

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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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=sha256:9086ed01a505f3fb15e8e2eff40c9e4d247b05d70fe000ffdcf26a9ca852b249

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:53:25.801302Z digest=sha256:b02eee9476384cd52a9fbf7a664b3bf73ed33cfe153585f45346287213c82aff

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:c596e863b36870cf05e9b39e330fc6045a583431092db7e301efc2099cbec8f5

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:53:26.042194Z digest=sha256:c77f7ca1785674c45d40d994c1ca9e8a1b0bfb0116e915c3a0ce3fd4c6e04bb7

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:53:26.157382Z digest=sha256:cc8a1f6db42fdeaeb9ed5262181fe7602418e486ee8b8146768e62c187fd8c15

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:53:26.305732Z digest=sha256:058d5d33ba295cafbe52f0ad819a229d19c1d207de3165abfbfb3885a67b0e83

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:53:26.446459Z digest=sha256:14697c941752bb0ac7b50cb26dcc2a8b1a08b63f9b2f85309485a2836a4392e1

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:53:26.558312Z digest=sha256:fa84a74cb1689ff3ad2dce8ee597bbb3329d2a9cbef647a5c727a584647cae22

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:53:26.661978Z digest=sha256:0e87b5bd7d4dc91ebec0909d5f77ea35bfd17b2f189779543c20930f6e0f4440

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:53:26.752419Z digest=sha256:350262166cb9ca9a50ab284104d4433da3c0644bd829d461f73d98f938efba67

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:aaaf6323574ea058b5fc6be943851a0067d8d4246afcc53f7d70658f72b99c72

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

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unresolved
no resolver link, observed 2026-08-05T21:53:26.882009Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:53:26.882009Z digest=sha256:3a4de6cdb7b0a6445ec8d8a0dd6bc8f409fde0d882d9d86310597a256748adc3

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:53:26.967038Z digest=sha256:3b61c8d7540453814df88e6d6cf76fbe4c0d4a16bda60fa2100c6a664d304d77

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:53:27.037976Z digest=sha256:fdfd4aef4b998d27101f10a315b2e1d8246e4df0efc7eb0988e67077396bdbcc

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

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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:53:27.163491Z digest=sha256:e43a777ca9fe58455262e4114173c8aaf478c47bea4c444322eef6acfcd5297a

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

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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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:53:27.273191Z digest=sha256:a24599274f7f759d6113469e4be0148a0afbf752de1b5070c7a1250b78c41b85

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:bd32f5fab26ae31ce7b9a4f3e26e9e0cddf83a2f8c5bf2aacfed795c256e80bf

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:ce333c70cdd1c7668562e765b034fc223090b71da5946ef35c0e4a2e01db93f7

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=sha256:0f50796e1b1c22b2f04f01613fca4a86c73fe495550b4a66cd91e5dd2e1bc486

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

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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=sha256:543bc3a70944b03f8f89f1b2ba1abd2fcd0302626c70b813cf495f4460e78a52

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:53:27.638938Z digest=sha256:2b6009441fad506fe3dc148b25314c8e9cbaa4b6d1b0bb7d6a1b86933388489c

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:53:27.748140Z digest=sha256:234ad1dde2b68b270872b3d195b5ea8a70bb0b44e960164229c441b75028fc1c

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:53:27.834649Z digest=sha256:9d72f23574a99f21559c75582928c0d854bdb35eb7caedae873cd30c5b9c35a4

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:53:27.896222Z digest=sha256:f0febecdef093d32fc187caf8f2f7f47d2d8c7c85d912f1141f9e6ba8e04c3f2

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:53:27.953523Z digest=sha256:5a4e0676c16297cfc5895fd42edfd2964263f16588261709324c0aae8ceaf562

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:53:28.021390Z digest=sha256:ee7eb20a47ec717d171a07ca1765be588de32193b128f8a721090116690aac81

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:53:28.082435Z digest=sha256:3f177cb33806b0d90d330fa55705cba59ff228e378924eb24ef7a892e911e896

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=sha256:0c2c2c871422974e8a5cefe32a89674ea5fb95cc374e8f844876d74d8d527fde

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:53:28.232010Z digest=sha256:cffc1d4f8e8746e5a85f30a8414b303662b756049bc3c25fc15c8c1b14e89073

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:53:28.358515Z digest=sha256:6c31a81e8c815111498c419edc0a6a3fdedbb71e44295206b6836fc19a02b696

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:53:28.432981Z digest=sha256:e9dd37f2721e59893451e1f67d780915b9cc61d80318e6416f0449fc14f6c79e

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:c17f7c0be38df603a9b4ed2c2c1f6533bb53c885467ecc94e3c24b8171f2948b

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:53:28.566371Z digest=sha256:d92f0957edcb5dba557f9a4afa479372e0cdc72b09b002ea06481d64411f6ef7

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:ec619d2bd558ff8c0c22d8222652be185dd79a619d0f9d88d96802ebc2e9b647

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:53:28.711970Z digest=sha256:73564b084457f13028585d6a58933bf090c1825e5465bccd5402069590096437

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:53:28.776191Z digest=sha256:798dd5b0a3a567de1620b6f95f7fba5ef5a1636bec4ea79f642a201b9437e988

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:53:28.929105Z digest=sha256:2eabb71c4d036478750c0391d8d0753e8e930e2e221304beccba23b737c4a868

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:53:29.010218Z digest=sha256:b8848c4455934507e0e694a8d1938913acff13b0198ca2839038e0eaa8acb593

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:53:29.066222Z digest=sha256:20146c17efcebc2b75711c914abc5d9623d696eb704537e1f09cc6628dd4c519

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=sha256:058178042e8e23efedbfc70035a93db539d9b05e8bf3d04b83b1131c30da9596

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:53:29.195966Z digest=sha256:baa8579b3083661e08a4ba149c3b711d03a5377c5998aa567ac97b63daeeea51

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:53:29.280602Z digest=sha256:0766fdbe0847077dae109c01863f32792399266e5643a30ca33c4eda0949019c

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=sha256:34778d7a4cec104207d0a186f7e52c01723f5af24a323040962b6cb811789e31

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:53:29.523580Z digest=sha256:bd258f209b2f66b3352068d45be94a0c9f6cfd4cf0530fc23dc344a67806e8d9

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:53:29.589967Z digest=sha256:870fc0900f922d7463c159470587569ac4e92df8be7e7961cfeff1dd2335887e

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:53:29.639340Z digest=sha256:0d7fab996cb41c51832ab5b59b9ce6788d5f0077e8fdc82c8f46fa2d193ac56c

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:53:29.695222Z digest=sha256:5fbea2fde4b1b604c9ba5b313de2b30815996c3b3e117a4c41280fa1cc5ac21e

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:53:29.747015Z digest=sha256:46229dd6ca8be67392554028fb1bd2b6915b2843be565349c749e21bf2eacd82

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-05T21:53:29.808895Z digest=sha256:8e6cff207ddc8bd32e69e32a850bd7b0bee96cea09a2ae594c73c1a76000ee1b

Pith citing papers

No inbound Pith citation observations are available.