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Paper Citation Record · LEDGER

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads

As of 9 August 2026, this Paper Citation Record lists 79 of 79 outbound references and 0 inbound Pith citation observations for arXiv:2507.23343.

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

pith.paper-citation-record.v1
2507.23343 v1

Coverage vector

measured 79 of 79 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T10:53:19.295484Z

measured 79 of 79 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

79 of 79 outbound references displayed

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  • verified fuzzy63
  • unresolved12
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d70430dd-8bde-4a91-89de-6c584cee27a6 · outbound

This paper cites https://ideogram.ai/, 2024.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads https://ideogram.ai/, 2024

Reference 1

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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.

source=pdf_text observed=2026-08-06T10:53:18.901463Z digest=sha256:7dddd2c0fabe51409d2ba72e32ba228fe2494a524bc0f036953704fccf11083d

Observation abc06a91-8b30-46e6-a62a-9b9e716247e5 · outbound

This paper cites kandinsky 2.1, 2023.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads kandinsky 2.1, 2023

Reference 2

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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.

source=pdf_text observed=2026-08-06T10:53:18.908305Z digest=sha256:20ca20c4b6887966d2f99ea92a6eec58ed5bc26a5af0fd3455ff6e56b5ef660d

Observation 19397e1c-3d08-4527-94dd-e192131eea9f · outbound

This paper cites Improving image generation with better captions.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Improving image generation with better captions

Reference 3

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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.

source=pdf_text observed=2026-08-06T10:53:18.913333Z digest=sha256:5506d9d2dec3ebcff75e0c3d95a4636bca0d04090158e7df0bc423f8460c414c

Observation 42eef891-58a2-4b0d-bc19-c8cc7cdd3d28 · outbound

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

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Methodology for the subjective assessment of the quality of television pictures

Reference 4

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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.

source=pdf_text observed=2026-08-06T10:53:18.919933Z digest=sha256:1b66b33d2702c9925063cea899c8eab592e5bacdab9019cc020bef3ef5a4e6af

Observation 24135064-81d5-4847-9e4e-e75c565cd42d · outbound

This paper cites A no-reference quality assessment metric for dynamic 3d digital human.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads A no-reference quality assessment metric for dynamic 3d digital human

Reference 5

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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.

source=pdf_text observed=2026-08-06T10:53:18.925076Z digest=sha256:f78b7e8f475db96bf0f97b373ceed49d3e0c393139abc34b3bcb63bfa3b524e5

Observation 8db2d14d-2303-49f8-b42c-0436688b80a9 · outbound

This paper cites EchoMimic: Lifelike Audio-Driven Portrait Animations through Editable Landmark Conditions.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads EchoMimic: Lifelike Audio-Driven Portrait Animations through Editable Landmark Conditions

Reference 6

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:53:18.930569Z digest=sha256:8d2a9867e0d71defc7f43ba9a49416374e4eda8e221b1942a648439db8a27ebe

Observation e0059a4e-5849-4ea8-bd98-f1b693466c9c · outbound

This paper cites Videoretalking: Audio-based lip synchronization for talking head video editing in the wild.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Videoretalking: Audio-based lip synchronization for talking head video editing in the wild

Reference 7

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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.

source=pdf_text observed=2026-08-06T10:53:18.936650Z digest=sha256:b92cab50838e9a1e15fffc02e264fc9536948612b537cee80e60cf6b4fd5c539

Observation a179522c-b335-4193-991e-4b4ffa11ea60 · outbound

This paper cites Out of time: auto- mated lip sync in the wild.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Out of time: auto- mated lip sync in the wild

Reference 8

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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.

source=pdf_text observed=2026-08-06T10:53:18.942536Z digest=sha256:a420a96b31c944f89e1adfcaefce2aed127f2ebc909d6c11d2f2e85d7901c88b

Observation 51e65cea-20fa-4f60-af1e-5a7b37cd26cc · outbound

This paper cites Scaling recti- fied flow transformers for high-resolution image synthesis.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Scaling recti- fied flow transformers for high-resolution image synthesis

Reference 9

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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.

source=pdf_text observed=2026-08-06T10:53:18.948003Z digest=sha256:51ae9abe04e84bd731497aa47f992645b24584847ddd4260b34cbbb2ca12c5ed

Observation 71d5596e-b56d-45a0-8f83-bc95a7487d0a · outbound

This paper cites https://huggingface.co/black- forest-labs/FLUX.1-dev, 2024.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads https://huggingface.co/black- forest-labs/FLUX.1-dev, 2024

Reference 10

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

source=pdf_text observed=2026-08-06T10:53:18.952506Z digest=sha256:2f3b8aef5f50dd0624d4fe586b6826f6bcf993ba34f653fec65c60b1406c4fe5

Observation 0366b497-b2a6-47e4-a6fb-d580ad92b29f · outbound

This paper cites https :// github.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads https :// github

Reference 11

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

source=pdf_text observed=2026-08-06T10:53:18.957162Z digest=sha256:930729ef3a3204b4463d125d07e73066c223c1ae85134af7ed4d7566536e39db

Observation 20f2c407-83f5-4052-9004-c7a6981dfc85 · outbound

This paper cites Real-time multimodal human–avatar interaction.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Real-time multimodal human–avatar interaction

Reference 12

Resolution
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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.

source=pdf_text observed=2026-08-06T10:53:18.961857Z digest=sha256:58d40cf57a2b01efbec87cd04cecbeb6df3a4a037ebc44a44d16bec7e4115131

Observation b7e2ace8-9e6f-43af-a23a-1b7df91fa3ed · outbound

This paper cites Efficient emotional adaptation for audio-driven talking-head generation.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Efficient emotional adaptation for audio-driven talking-head generation

Reference 13

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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.

source=pdf_text observed=2026-08-06T10:53:18.966642Z digest=sha256:1a76a7e9decc559d229e52121625fe453b6cd3ca0c7f0699067c48e018f7cfa7

Observation accd958c-d27a-4ade-a281-f818ea34db0b · outbound

This paper cites Gans trained by a two time-scale update rule converge to a local nash equilib- rium.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Gans trained by a two time-scale update rule converge to a local nash equilib- rium

Reference 14

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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.

source=pdf_text observed=2026-08-06T10:53:18.971966Z digest=sha256:2ae48732ada3ad184cf30618d8cd35a55f175e2e65d77151a2c004d0894e12af

Observation 380d174d-4998-4b1e-9e55-e691f089f9af · outbound

This paper cites A style-based generator architecture for generative adversarial networks.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads A style-based generator architecture for generative adversarial networks

Reference 15

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:53:18.977481Z digest=sha256:9e676086e36169386dd46dad082c34ca90a0a2954b102d6f522df881f872596b

Observation ee8b6593-2011-4fe7-adb0-10ac38fc81b8 · outbound

This paper cites Analyzing and improv- ing the image quality of stylegan.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Analyzing and improv- ing the image quality of stylegan

Reference 16

Resolution
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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.

source=pdf_text observed=2026-08-06T10:53:18.982544Z digest=sha256:10f61ebd65cdeb7e4945a3f55181af3ab46784712c69209a8b8dd2b5b26d7333

Observation 8159202a-2e99-477c-b1ce-bc661ff931c3 · outbound

This paper cites Two-level approach for no-reference con- sumer video quality assessment.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Two-level approach for no-reference con- sumer video quality assessment

Reference 17

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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.

source=pdf_text observed=2026-08-06T10:53:18.987854Z digest=sha256:5ffc948c109bc7d99cd01860e6cc9bdf6029e0b315e14ae9d537652b8f33038b

Observation 6bb4be0b-e858-4178-a898-ec66c9100a07 · outbound

This paper cites Blindly assess quality of in-the-wild videos via quality-aware pre-training and motion perception.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Blindly assess quality of in-the-wild videos via quality-aware pre-training and motion perception

Reference 18

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

source=pdf_text observed=2026-08-06T10:53:18.992693Z digest=sha256:6e893115d5b634191393431beb3109c55f126a6b64048d433fa86de673dac44f

Observation d4ab390c-c6a7-4b61-8563-65a9fe2fd3d7 · outbound

This paper cites AIGIQA-20K: A Large Database for AI-Generated Image Quality Assessment.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads AIGIQA-20K: A Large Database for AI-Generated Image Quality Assessment

Reference 19

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:53:18.998446Z digest=sha256:c3c8753648297a99f5a146a28c05b5ebbc401198b3dd45912a2307abdcfbd01e

Observation 9718a5de-559b-4f19-9ccd-511664ab607e · outbound

This paper cites Quality as- sessment of in-the-wild videos.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Quality as- sessment of in-the-wild videos

Reference 20

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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.

source=pdf_text observed=2026-08-06T10:53:19.004308Z digest=sha256:13b107fd2dcff89d0af504660385da6a8d17632cc0145f220814be5290d3adda

Observation 12470d03-326d-4dd4-b8c1-166eccbd24af · outbound

This paper cites Ntire 2025 xgc quality assessment chal- lenge: Methods and results.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Ntire 2025 xgc quality assessment chal- lenge: Methods and results

Reference 21

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

source=pdf_text observed=2026-08-06T10:53:19.009068Z digest=sha256:1fa4f099456c783fbcbeddfce2872880adc34d65d8e1d35a413fef7a74cfc63f

Observation 14cfa896-fd57-48e0-bc7d-3870b1c4beb4 · outbound

This paper cites Swin transformer: Hierarchical vision transformer using shifted windows.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Swin transformer: Hierarchical vision transformer using shifted windows

Reference 22

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

source=pdf_text observed=2026-08-06T10:53:19.014294Z digest=sha256:3a6d84c2b9de6b3fdd85e68294e923b6a893f3d2b6b0751273367d3b51403384

Observation f647508e-8349-4959-be72-5874be2655b4 · outbound

This paper cites DreamTalk: When Emotional Talking Head Generation Meets Diffusion Probabilistic Models.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads DreamTalk: When Emotional Talking Head Generation Meets Diffusion Probabilistic Models

Reference 23

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source=pdf_text observed=2026-08-06T10:53:19.020094Z digest=sha256:06bae44618f9506fbf6112b1c77c0ec1aa85c86850a7cb1dc939056dca461620

Observation 356c7ab1-99a8-449b-adab-e9ed97f4f3ab · outbound

This paper cites Realistic modeling and animation of human body based on scanned data.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Realistic modeling and animation of human body based on scanned data

Reference 24

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

source=pdf_text observed=2026-08-06T10:53:19.025309Z digest=sha256:1d50243a3c9ed5855d73ebf48a2777f4146c77cab5ad0f7b310d50a0ed76eabc

Observation afea97aa-cb06-4b95-803b-9a5cfd562af2 · outbound

This paper cites https : / / www.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads https : / / www

Reference 25

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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.

source=pdf_text observed=2026-08-06T10:53:19.030046Z digest=sha256:7e559f17715d04865cbb893fed7047870b368edf832a30d4f3485196e377d376

Observation 6dc34d3a-291e-4ab7-bc50-71823bd0697b · outbound

This paper cites Perceptual video quality assessment: A sur- vey.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Perceptual video quality assessment: A sur- vey

Reference 26

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:53:19.034510Z digest=sha256:5f59ade92ad66f838d300d71107c6abd84c042fd2d182380ccc3de6774ff8886

Observation 8e1810ca-7852-4ccb-ba6b-488b6aec38f8 · outbound

This paper cites No-reference image quality assessment in the spa- tial domain.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads No-reference image quality assessment in the spa- tial domain

Reference 27

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raw_fallback, observed 2026-08-06T10:53:20.338978Z

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=2026-08-06T10:53:19.039547Z digest=sha256:8d33341cade8392e42be74163363b24b06286ecbab3cc7e49c90fa9bba8d8d1a

Observation 1f50b041-97ca-408c-b662-4213faf6f5f4 · outbound

This paper cites completely blind.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads completely blind

Reference 28

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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.

source=pdf_text observed=2026-08-06T10:53:19.044820Z digest=sha256:629f52f164016e8323842bfaeb4d1508c1e81b169b4ad77305cad83a65894296

Observation 18fb85af-9dcc-4e33-a7fb-1bd2f8a2b0df · outbound

This paper cites A com- pletely blind video integrity oracle.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads A com- pletely blind video integrity oracle

Reference 29

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raw_fallback, observed 2026-08-06T10:53:20.302866Z

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=2026-08-06T10:53:19.049096Z digest=sha256:a29d10f67749d85f6cc1a90a2669318e906b92e2cb60b332439a77b010fba2be

Observation 8762e25b-28fe-4775-b8d7-2707d7d4d9cd · outbound

This paper cites A no-reference im- age blur metric based on the cumulative probability of blur detection (cpbd).

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads A no-reference im- age blur metric based on the cumulative probability of blur detection (cpbd)

Reference 30

Resolution
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raw_fallback, observed 2026-08-06T10:53:20.285425Z

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=2026-08-06T10:53:19.053361Z digest=sha256:b7ae9b74c325c47abbea8f03583bf489ae875084578c9b3b24aca6f6312f89da

Observation ca87ccab-bd16-4217-a697-2a771756e858 · outbound

This paper cites https : / / huggingface.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads https : / / huggingface

Reference 31

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raw_fallback, observed 2026-08-06T10:53:20.268179Z

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=2026-08-06T10:53:19.059059Z digest=sha256:c1f72861c9192625e240e9fbb189ad0cf65e0f7f4bbf129b4386c7ee116e2955

Observation 3d637d8b-094a-461f-9df0-2f3782e2fe9c · outbound

This paper cites SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis

Reference 32

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no resolver link, observed 2026-08-06T10:53:19.067233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:53:19.067233Z digest=sha256:77e0c6bb9fe792330657fdda9d77677b749eb7028e704b82404559982f04862f

Observation b754ff0c-891b-4b53-930b-09bb9842dfdc · outbound

This paper cites A lip sync expert is all you need for speech to lip generation in the wild.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads A lip sync expert is all you need for speech to lip generation in the wild

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:20.251068Z

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=2026-08-06T10:53:19.072303Z digest=sha256:e7ba1625e5034f01bd2862bf5aec67c9febe68a768f1d6d626c436ec9b1d0fa5

Observation f41ffb90-0fb3-4ffd-b197-dcb404b16912 · outbound

This paper cites https : / / huggingface.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads https : / / huggingface

Reference 34

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raw_fallback, observed 2026-08-06T10:53:20.233782Z

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=2026-08-06T10:53:19.076623Z digest=sha256:b481ec4f28c361a443e96a49c6b22c6ab523a6c39dcebd66b18cad738bf6c387

Observation 41f7eb0a-867b-479d-b905-54a4b4febf30 · outbound

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

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads High-resolution image synthesis with latent diffusion models

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:20.216092Z

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=2026-08-06T10:53:19.081536Z digest=sha256:1ed052c9837996bc5ba0a60f63471d28b3397836bf2ec0b2c47e67af3f2619be

Observation ab6548c2-803b-4de1-9625-04b8467b996a · outbound

This paper cites Blind prediction of natural video quality.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Blind prediction of natural video quality

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:20.198415Z

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=2026-08-06T10:53:19.086507Z digest=sha256:12789718a83e35e72fd0d24eeca292d871516dc84b08882b00493cba65cd86f9

Observation 034648bf-e9cb-4798-a591-3bd26126edda · outbound

This paper cites Real-time vision and speech driven avatars for mul- timedia applications.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Real-time vision and speech driven avatars for mul- timedia applications

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:20.177862Z

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=2026-08-06T10:53:19.092134Z digest=sha256:1c93a9481a68262856b176954bc7053bf4c9992035dd2a3baa64073eb3199366

Observation 59e401a3-54a2-4e49-a607-bc2ba56bb5af · outbound

This paper cites An xt slice based method for action recognition.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads An xt slice based method for action recognition

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:20.162605Z

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=2026-08-06T10:53:19.096628Z digest=sha256:18736fbb82c3f18de9b231773bd68e2c496d5fe9f500e32f4eb25c6337bed272

Observation 374c5957-fa8a-4939-bc53-c7f2f591b29f · outbound

This paper cites A deep learning based no-reference quality assessment model for ugc videos.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads A deep learning based no-reference quality assessment model for ugc videos

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:20.147248Z

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=2026-08-06T10:53:19.101314Z digest=sha256:e024b6e0a931e4d244e1a3adb3732997d972120ca3b315ca39545561b4a8671a

Observation b26230e4-c717-408e-a5aa-1c202aa2b270 · outbound

This paper cites Ugc-vqa: Benchmarking blind video quality assessment for user generated content.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Ugc-vqa: Benchmarking blind video quality assessment for user generated content

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:20.130298Z

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=2026-08-06T10:53:19.107122Z digest=sha256:30fcc17115f3a6f4d89ce732014b6a52e6bfafbbe9d703d1077ddbc0100e59ea

Observation 89464ff9-0c5c-49c6-9434-0d231b40f2c1 · outbound

This paper cites Rapique: Rapid and accurate video quality prediction of user generated content.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Rapique: Rapid and accurate video quality prediction of user generated content

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:20.112288Z

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=2026-08-06T10:53:19.111696Z digest=sha256:d7f09ffa990e3515cf67f6bb8ff9d93deee67cda2230f1c0d7920b66c82f9e31

Observation f536cb30-7a5c-4d96-8370-cacfbd657bd5 · outbound

This paper cites Seeing what you said: Talking face gen- eration guided by a lip reading expert.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Seeing what you said: Talking face gen- eration guided by a lip reading expert

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:20.093209Z

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=2026-08-06T10:53:19.116051Z digest=sha256:8bd3776b01c2232481a633cc6cc80d616599c72dbdbe14cecb476b234ab93140

Observation b549b02b-96c3-43dc-8314-61caf0adf92d · outbound

This paper cites Audio2Head: Audio-driven One-shot Talking-head Generation with Natural Head Motion.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Audio2Head: Audio-driven One-shot Talking-head Generation with Natural Head Motion

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-06T10:53:19.120381Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:53:19.120381Z digest=sha256:1abbda4fffc3db1fbcdc5fad780c50129d3bea5c5babe5f4e00bff026222c8b1

Observation 81c549f2-7c1e-4cc4-a04e-2fb5990eb32d · outbound

This paper cites Bovik, H.R.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Bovik, H.R

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:20.070529Z

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=2026-08-06T10:53:19.125313Z digest=sha256:ae40aa2446951edecf86aeeb868a664f82bf67a6572594fd718763f8f57a6396

Observation bc40e817-3621-4113-b4fd-a3b66c4c4347 · outbound

This paper cites Fast- vqa: Efficient end-to-end video quality assessment with frag- ment sampling.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Fast- vqa: Efficient end-to-end video quality assessment with frag- ment sampling

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:20.054568Z

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=2026-08-06T10:53:19.129879Z digest=sha256:82acb2eadeb6f94f1f786f51263ff6cbc8d30e2c69d91a9aa25421d83947e122

Observation 497e9eb7-c8c5-43db-afdd-75be80516fbf · outbound

This paper cites Emogen: Emotional image content generation with text-to-image dif- fusion models.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Emogen: Emotional image content generation with text-to-image dif- fusion models

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:20.036117Z

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=2026-08-06T10:53:19.135087Z digest=sha256:dc098acdc02fd88b1116aa26715c5dcdf4ae5fb5be4f33bd9fca107862a195d4

Observation 4356ca38-a86c-44e8-ba55-9be2755a360a · outbound

This paper cites Styleheat: One-shot high-resolution editable talking face generation via pre-trained stylegan.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Styleheat: One-shot high-resolution editable talking face generation via pre-trained stylegan

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:20.019085Z

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=2026-08-06T10:53:19.140303Z digest=sha256:1091b0598fef04bce5834d21001d0144d01593b72908232ce2befe528c5d0016

Observation 45bb8272-b9ab-4d31-8a3f-b11c6a2d83af · outbound

This paper cites A feature-enriched completely blind image quality evaluator.IEEE Transactions on Image Processing, 24(8):2579–2591, 2015.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads A feature-enriched completely blind image quality evaluator.IEEE Transactions on Image Processing, 24(8):2579–2591, 2015

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:20.000358Z

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=2026-08-06T10:53:19.144703Z digest=sha256:181a9899e1c55001ed1fe2917549b3a89aa98a5f720980ba2b11f00764fdd7c0

Observation 05b09701-fc5d-44e4-9b2f-18dc61ecfa38 · outbound

This paper cites Sadtalker: Learning realistic 3d motion coefficients for stylized audio- driven single image talking face animation.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Sadtalker: Learning realistic 3d motion coefficients for stylized audio- driven single image talking face animation

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.984608Z

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=2026-08-06T10:53:19.149192Z digest=sha256:c01ffb2bd852d9a1dbd735d8aa222a710c8b6fbf16c164ac41483fca8ea2a8d2

Observation 554011ca-c2db-4c6d-bc9a-557ade5b7d1b · outbound

This paper cites MuseTalk: Real-Time High-Fidelity Video Dubbing via Spatio-Temporal Sampling.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads MuseTalk: Real-Time High-Fidelity Video Dubbing via Spatio-Temporal Sampling

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-06T10:53:19.154197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:53:19.154197Z digest=sha256:a664d3499b113356761bf8ecc9eb6e71c9039a9d1eaae949cce70e630a1337b5

Observation a455caf9-7ca5-4de1-8f20-6340086d711d · outbound

This paper cites DINet: Deformation Inpainting Network for Realistic Face Visually Dubbing on High Resolution Video.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads DINet: Deformation Inpainting Network for Realistic Face Visually Dubbing on High Resolution Video

Reference 51

Resolution
verified exact
local_arxiv, observed 2026-08-06T10:53:19.493027Z

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=2026-08-06T10:53:19.159380Z digest=sha256:6e7e6b4ee3833c88ed7b6df30085cb3e6b930cf85122c4a846f28276b3d96df7

Observation 9a586261-f1ae-4033-860f-7d4e1a184259 · outbound

This paper cites Eep-3dqa: Effi- cient and effective projection-based 3d model quality assess- ment.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Eep-3dqa: Effi- cient and effective projection-based 3d model quality assess- ment

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.966355Z

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=2026-08-06T10:53:19.164207Z digest=sha256:bd145460db9857854981ea6f63581c2e1d41587305768dce818d82663c78db9b

Observation 147c0f31-a0b6-4846-83a8-2cda003fd141 · outbound

This paper cites Advancing Zero-Shot Digital Human Quality Assessment through Text-Prompted Evaluation.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Advancing Zero-Shot Digital Human Quality Assessment through Text-Prompted Evaluation

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-06T10:53:19.168699Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:53:19.168699Z digest=sha256:6498917079af5c0cfe41b7e433aacfc3767cc56067dea0756f693d7e36dc84c1

Observation bd29aaa9-74ea-443a-99cf-b9ede1790aa6 · outbound

This paper cites Ddh-qa: A dynamic digital humans quality assessment database.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Ddh-qa: A dynamic digital humans quality assessment database

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.945385Z

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=2026-08-06T10:53:19.173148Z digest=sha256:4ff6d7f9d058a561e242f462112de5e0501de2d8b60c3984f346cbbe9f25fe0a

Observation ed952abe-acdd-4275-ad24-487499fdbaa5 · outbound

This paper cites Perceptual quality assess- ment for digital human heads.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Perceptual quality assess- ment for digital human heads

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.926018Z

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=2026-08-06T10:53:19.177462Z digest=sha256:3aef2c8001e986c1c5f79c4e711286645330ef9e4aa31a286fc3c8bfc1181e6d

Observation b27f0f3a-2a74-4a7a-a04e-3b4b7824d91e · outbound

This paper cites Geometry-aware video quality assessment for dynamic digital human.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Geometry-aware video quality assessment for dynamic digital human

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.910855Z

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=2026-08-06T10:53:19.181764Z digest=sha256:8c04d953c270e0590a048c0e03ff361aa8f54123575478781744064ad6c55738

Observation f3178fb1-af98-4e93-9f74-32cdbe6891f1 · outbound

This paper cites Simple Baselines for Projection-based Full-reference and No-reference Point Cloud Quality Assessment.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Simple Baselines for Projection-based Full-reference and No-reference Point Cloud Quality Assessment

Reference 57

Resolution
verified exact
local_arxiv, observed 2026-08-06T10:53:19.450876Z

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=2026-08-06T10:53:19.186681Z digest=sha256:a7130a87a0472cad07b65897c834bcd64e2f393a99da12a149512d1758f17f58

Observation b388019a-5772-4314-8e2d-52362ce25c28 · outbound

This paper cites A-Bench: Are LMMs Masters at Evaluating AI-generated Images?.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads A-Bench: Are LMMs Masters at Evaluating AI-generated Images?

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-06T10:53:19.191704Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:53:19.191704Z digest=sha256:e46b82e91656a55856f25ca215f1c86ef302a401df2d905a03d6a26cbce2c920

Observation 2bb49bd5-5739-429f-b85d-2716df62eb7d · outbound

This paper cites Quality assessment in the era of large models: A survey.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Quality assessment in the era of large models: A survey

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.895131Z

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=2026-08-06T10:53:19.196521Z digest=sha256:137fdcc8a65dfdd0467903a5655a90664a2f2b38e6e547643df39ba8ee5b3d2f

Observation 32b73898-3ad1-437d-a27b-f98dab102cbe · outbound

This paper cites Quality-of-experience evaluation for digital twins in 6g net- work environments.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Quality-of-experience evaluation for digital twins in 6g net- work environments

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.878647Z

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=2026-08-06T10:53:19.201129Z digest=sha256:6cb0e36777c51b1fedf60d6e23255eda97d8683905e91fec731569ff0fa6392e

Observation 6ff276b9-5c6a-40a7-9daa-9b6387ec5508 · outbound

This paper cites Aibench: Towards trustworthy evaluation under the 45° law.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Aibench: Towards trustworthy evaluation under the 45° law

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.856492Z

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=2026-08-06T10:53:19.205885Z digest=sha256:994840d48309855b1253571a1aaab75d9a8b35242a38afa62d85de18822038f5

Observation c919f634-92f2-4eba-ad8d-274d852cbb6e · outbound

This paper cites Mm- pcqa+: Advancing multi-modal learning for point cloud quality assessment.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Mm- pcqa+: Advancing multi-modal learning for point cloud quality assessment

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.833738Z

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=2026-08-06T10:53:19.210205Z digest=sha256:6d265948f0e97d789b2b6090f7b001cfe073e351543746714a0c635a9c4b2ad3

Observation 227a4365-1659-4ba2-a71c-c08bae8b2322 · outbound

This paper cites Identity- preserving talking face generation with landmark and ap- pearance priors.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Identity- preserving talking face generation with landmark and ap- pearance priors

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.816796Z

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=2026-08-06T10:53:19.215332Z digest=sha256:f0cce964265c9102aa11f8fcf60574053aa70648d87f9f74d66e08ce810a38f5

Observation 387f894d-a715-402c-9b83-9600f29aa3fd · outbound

This paper cites Makelttalk: speaker-aware talking-head animation.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Makelttalk: speaker-aware talking-head animation

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.800837Z

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=2026-08-06T10:53:19.219805Z digest=sha256:e63e285de805115a6410243c9f791d0b5d3cda41ff56f301edce371e1b907ba3

Observation 885ae837-6a0a-480e-9299-ef32050c1aab · outbound

This paper cites Omnidirectional image quality assessment by distortion dis- crimination assisted multi-stream network.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Omnidirectional image quality assessment by distortion dis- crimination assisted multi-stream network

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.784084Z

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=2026-08-06T10:53:19.224489Z digest=sha256:e28367a99860b62ad45eeabfafa4f935f46858d11edaa9bca2a2dbf0bb2eab3e

Observation d3407acb-98fb-4b71-815a-dbf7c20b03a4 · outbound

This paper cites Pyramid feature aggregation for hierarchi- cal quality prediction of stitched panoramic images.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Pyramid feature aggregation for hierarchi- cal quality prediction of stitched panoramic images

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.767999Z

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=2026-08-06T10:53:19.229124Z digest=sha256:6da1897a7d5b1997cb124dab5fa809a0ac9a5900da2d2417b4ad790fe85863e5

Observation e301e660-185b-4b22-896a-32e8f53e1cd5 · outbound

This paper cites An Implementation of Multimodal Fusion System for Intelligent Digital Human Generation.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads An Implementation of Multimodal Fusion System for Intelligent Digital Human Generation

Reference 67

Resolution
verified exact
local_arxiv, observed 2026-08-06T10:53:19.409896Z

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=2026-08-06T10:53:19.235223Z digest=sha256:5e40991981145a2486fcbe57135b7a271a1e2ad4dd031996c41fa60280600ccc

Observation 7bf099fd-86c2-4cce-b329-631aedc9e6f4 · outbound

This paper cites Quality assessment for stitched panoramic images via patch registration and bidimensional feature ag- gregation.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Quality assessment for stitched panoramic images via patch registration and bidimensional feature ag- gregation

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.753352Z

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=2026-08-06T10:53:19.240114Z digest=sha256:b46e773a6d992feeabae8bf1cf4599f097ab933a1299d56b429cd799af4c2cf7

Observation 02cb7a86-a8d1-4d24-a761-73e64294249c · outbound

This paper cites A no-reference quality as- sessment method for digital human head.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads A no-reference quality as- sessment method for digital human head

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.738230Z

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=2026-08-06T10:53:19.245075Z digest=sha256:6a753c9b8e757cb20dfe4e8187c80743aa01a07a18d7211863141051d5164f44

Observation 6c9f7698-3418-47e7-af6e-9e7d37111bcf · outbound

This paper cites Perceptual quality assessment for point clouds: A survey.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Perceptual quality assessment for point clouds: A survey

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.722657Z

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=2026-08-06T10:53:19.249553Z digest=sha256:8c08e2f959a0ef163cc98a2c6f18f3254fe1a3346a4c1ce064f4f8bc88da956a

Observation e52ce464-ee96-4b96-9eb3-9319dfe15c6a · outbound

This paper cites MEMO-Bench: A Multiple Benchmark for Text-to-Image and Multimodal Large Language Models on Human Emotion Analysis.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads MEMO-Bench: A Multiple Benchmark for Text-to-Image and Multimodal Large Language Models on Human Emotion Analysis

Reference 71

Resolution
unresolved
no resolver link, observed 2026-08-06T10:53:19.254145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:53:19.254145Z digest=sha256:4a43b4d082a5cdff3e0ba1f6fcc8368e4cf92ac6fc2d6482723f15fdf5a9c8f5

Observation b0f08cc3-9759-49fd-875a-550aa93c7408 · outbound

This paper cites Thqa: A perceptual quality assessment database for talking heads.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Thqa: A perceptual quality assessment database for talking heads

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.706211Z

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=2026-08-06T10:53:19.259877Z digest=sha256:78214f1e772e1a0aa81eb43dc91c38b0f892373518bfc102800a040910a86361

Observation 5f726a8f-cf32-47bd-a6e4-5463ee8b41c2 · outbound

This paper cites Subjective and objective quality-of-experience assessment for 3d talking heads.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Subjective and objective quality-of-experience assessment for 3d talking heads

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.688229Z

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=2026-08-06T10:53:19.264753Z digest=sha256:a8e39b33e1adc767bbd966a84c2724b2f22c81162ba18fa83714c5f307c7bda0

Observation 077358c6-8278-46b2-978f-59545cf185f0 · outbound

This paper cites 3DGCQA: A Quality Assessment Database for 3D AI-Generated Contents.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads 3DGCQA: A Quality Assessment Database for 3D AI-Generated Contents

Reference 74

Resolution
verified exact
local_arxiv, observed 2026-08-06T10:53:19.366457Z

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=2026-08-06T10:53:19.269714Z digest=sha256:6df196f26e69eb42fa8f396228f48ec28fcc232982ad7c72a96776a940619483

Observation 95f5af62-04e0-4cd0-b628-56d80ec4b78b · outbound

This paper cites Reli-qa: A multidimensional quality assessment dataset for relighted human heads.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Reli-qa: A multidimensional quality assessment dataset for relighted human heads

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.671873Z

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=2026-08-06T10:53:19.274473Z digest=sha256:bc877bf8a43567c21542af7b440a258f8ed50b24562daa800d3633cd1c7edeb4

Observation f9771cbc-5eb8-4de3-b149-6243b02b8bfa · outbound

This paper cites Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Q-Agent: Quality-Driven Chain-of-Thought Image Restoration Agent through Robust Multimodal Large Language Model

Reference 76

Resolution
unresolved
no resolver link, observed 2026-08-06T10:53:19.280485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T10:53:19.280485Z digest=sha256:759e03d50665a9969a845b9bb55f85f131ab9ec754d272437f3ba69968cb8c62

Observation 27dc7cbc-9db2-481a-8b11-ef0ebd8f7501 · outbound

This paper cites Cdhqa: A quality assessment database for conversa- tional digital human.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Cdhqa: A quality assessment database for conversa- tional digital human

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.655630Z

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=2026-08-06T10:53:19.285580Z digest=sha256:6f7bb3dc66bdaf46bf7ee6807ab15778fdfb4155b3f723268084135c334f52f8

Observation 5682834a-d543-46f0-822a-a2ba3a5479c8 · outbound

This paper cites Who is a bet- ter imitator: Subjective and objective quality assessment of animated humans.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Who is a bet- ter imitator: Subjective and objective quality assessment of animated humans

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.638566Z

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=2026-08-06T10:53:19.290210Z digest=sha256:19a78ffd76344cc57161ee9b1f3c0ca1c987888b3317661ddc7eb21b2c9ad2f0

Observation 1bd11d00-3af9-4468-8d01-2b0b2ef44b73 · outbound

This paper cites Ct-pcqa: A convolutional neural network and transformer combined method for point cloud quality as- sessment.

Who is a Better Talker: Subjective and Objective Quality Assessment for AI-Generated Talking Heads Ct-pcqa: A convolutional neural network and transformer combined method for point cloud quality as- sessment

Reference 79

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T10:53:19.622593Z

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=2026-08-06T10:53:19.295484Z digest=sha256:dc7a9bcbb21dfe616a460b287a096f0e2a713d3b6a9a2bd95800018eff4b909a

Pith citing papers

No inbound Pith citation observations are available.