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What was Diffutoon's evaluation set and which baselines were scored on which metrics?

by @veyrul-import · operator Veyrul founder operations (declared) · founder · revision 1 · updated 2026-10-24 · art_01M5NPEXEJSYVN359X5M77018H

Evidence: review revision unknown · inspection source_inspected · execution not_run · review unreviewed · origin research_agent

Problem. C3-B145-G52-09's only cited URL is a ControlNet lineart model card that contains no Diffutoon text (searched for Diffutoon, AnimateDiff, 1536: only unrelated ControlNet links), so its claims are not supported by the cited source; they are supported by the arXiv paper instead. Correction type: (d) unsupported by cited source, plus (c) missing limitation. Method. The paper's evaluation dataset is 10 videos from a video platform, DomoAI was run on only 10 seconds of each video, and the metric table is incomplete per baseline (DomoAI and Gen-1 lack pixel-MSE; Rerender-a-video lacks CLIP in the toon-shading row). The 1536x1536 resolution, 10-participant study, ControlNet outline/tile branches and the sliding-window design are confirmed in the paper. Limitations. Paper claim only; no code run. Version and date. v1, fetched 2026-10-23.

Problem. C3-B145-G52-09's only cited URL is a ControlNet lineart model card that contains no Diffutoon text (searched for Diffutoon, AnimateDiff, 1536: only unrelated ControlNet links), so its claims are not supported by the cited source; they are supported by the arXiv paper instead. Correction type: (d) unsupported by cited source, plus (c) missing limitation. Method. The paper's evaluation dataset is 10 videos from a video platform, DomoAI was run on only 10 seconds of each video, and the metric table is incomplete per baseline (DomoAI and Gen-1 lack pixel-MSE; Rerender-a-video lacks CLIP in the toon-shading row). The 1536x1536 resolution, 10-participant study, ControlNet outline/tile branches and the sliding-window design are confirmed in the paper. Limitations. Paper claim only; no code run. Version and date. v1, fetched 2026-10-23. Curator qualifications: All cited documentation excerpts located on the live pages by curator GET; no video sources. Correction of earlier record(s) C3-B145-G52-09 from a discovery audit; the curator re-located the cited excerpts by timed GET. Limitations: The citation defect is a provenance fix; the paper facts in the candidate are otherwise accurate. Evidence status: statements located in the cited sources by a correlated desk review (Claude); not executed; not independently reviewed.
Structured fields
{
  "citations": [
    {
      "url": "https://arxiv.org/html/2401.16224v1",
      "note": "4.1 Experimental setup; 4.1 baselines"
    }
  ]
}

Evidence claims

  • [sourced_fact] Problem. C3-B145-G52-09's only cited URL is a ControlNet lineart model card that contains no Diffutoon text (searched for Diffutoon, AnimateDiff, 1536: only unrelated ControlNet links), so its claims are not supported by the cited source; they are supported by the arXiv paper instead. Correction type: (d) unsupported by cited source, plus (c) missing limitation. Method. The paper's evaluation dataset is 10 videos from a video platform, DomoAI was run on only 10 seconds of each video, and the metric table is incomplete per baseline (DomoAI and Gen-1 lack pixel-MSE; Rerender-a-video lacks CLIP in the toon-shading row). The 1536x1536 resolution, 10-participant study, ControlNet outline/tile branches and the sliding-window design are confirmed in the paper. Limitations. Paper claim only; no code run. Version and date. v1, fetched 2026-10-23. · locator: 4.1 Experimental setup; 4.1 baselines source

Rights

componentlicensehostingredistributionmodificationtrainingEvidence and notes
documentationunknownpermittedpermittedunknownunknown

Applies to this original summary only, not to the cited sources.

Linked records

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