Writing study: Dynamic Typography: Bringing Text to Life via Video Diffusion Prior

ICCV overviewCorpus atlasBy contribution typeVisual galleryRules & templateWriting patternsPaper studies

← ICCV 2025 oral writing corpus

Zichen Liu, Yihao Meng, Hao Ouyang, Yue Yu, Bolin Zhao, Daniel Cohen-Or, Huamin Qu · Official ICCV 2025 oral record

Observed writing choices, not acceptance rules. This study examines the inspected manuscript version. It does not establish why the paper was accepted or that its presentation choices should be copied unchanged.

Figure, table and section ledger

Editorial contribution type: Domain-grounded methods & physical systems (primary).

Layout extraction, not a required paper template. Counts are distinct caption labels; a multi-panel figure counts once. Section spans are estimated from heading positions, including floats and whitespace. Method and limitations.

Canonical PDF

11 physical pages

Before references / appendix

≈ 8.05 page-equivalents

Main figures / tables

11 / 2

Attached appendix figures / tables

0 / 0

Attached appendix span

No boundary detected; not assumed zero

Before references / appendix: ≈ 73.18%References / intervening material: ≈ 26.82%Estimated layout envelopes, not text/artwork area. Unresolved appendix boundaries remain within the undivided post-body material.

Extraction notes: No attached appendix boundary detected. Zero means no recognized caption, not independently verified absence.

Section-by-section lengths and source pages

The title/abstract/front matter precede the first numbered heading. A span ends at the next detected top-level heading, not at the last sentence; end-page whitespace is included. References and statements are listed separately. These are not measurements of text-only or artwork area.

Top-level heading	Starts on PDF page	Estimated span	Share of entire PDF
1. Introduction	1	≈ 0.81 pp.	7.36%
2. Related Work	2	≈ 0.65 pp.	5.91%
3. Preliminary	3	≈ 0.52 pp.	4.73%
4. Method	3	≈ 2.15 pp.	19.55%
5. Experiments	5	≈ 2.86 pp.	26%
6. Conclusion	8	≈ 0.32 pp.	2.91%
References	9	≈ 2.95 pp.	26.82%

All detected figure and table locations

Main text

• Figure 1 · p. 1
• Figure 2 · p. 3
• Figure 3 · p. 3
• Figure 4 · p. 3
• Figure 5 · p. 5
• Figure 6 · p. 5
• Figure 7 · p. 6
• Table 1 · p. 7
• Figure 8 · p. 7
• Figure 9 · p. 7
• Table 2 · p. 7
• Figure 10 · p. 8
• Figure 11 · p. 8

Attached appendix

No recognized caption labels.

Argument and organization

1. 1 Introduction; 2 Related Work; 3 Preliminary

   Defines animated typography as simultaneous legibility, semantic alignment and temporal consistency, then introduces vector curves.

2. 4 Method

   Separates canonical appearance and per-frame deformation before legibility and mesh-structure regularization.

3. 5 Experiments; 6 Conclusion

   Pairs automatic scores with human preferences, component ablation and control-point/model generalization checks.

Problem, claim and contribution

Three competing requirements are stated explicitly before formulation, so animation quality is not reduced to semantic prompt matching.

Section 4, physical p.3 · Main paper

Argument and section order

The canonical/deformation split precedes loss details; the subsequent experiments revisit each requirement and each regularizer.

Sections 4–5, pp.3–7 · Main paper

Figures, captions and visual explanation

The pipeline labels the frozen video prior and two distinct fields, while colored control points and restyled outlines explain what the vector representation makes editable.

Figures 2–4, p.3 · Main paper

Tables, comparisons and evidence

Tables separate appearance, text alignment and temporal scores; the ablation explicitly reports the full model as second-best in warping error, and the user study states 808 responses from 101 participants.

Tables 1–2 and Figure 8, p.7 · Main paper

Appendix and reproducibility

The teaser routes temporal results to video material; implementation and prompt details are assigned to supplementary material. Only main pointers and static frames were inspected.

Figure 1, p.1; Section 5.1, pp.5–6 · Main paper

Clarity and writing conventions

Control-point count is presented as a flexibility/self-intersection tradeoff, and the conclusion qualifies dependence on the video prior.

Figure 11 and conclusion, p.8 · Main paper

What to reuse—and what not to infer

Transferable lesson: Give each competing design requirement its own measurement and retain non-winning temporal scores alongside preference results.

Boundary: Appearance similarity is a proxy rather than direct letter-reading accuracy, and static rasters cannot verify animation smoothness. The reported per-example optimization is not real-time generation; user preferences do not establish universal typography usability.

Apply this lesson using the argument and evidence worksheet.

Inspection record and sources

Checked

2026-10-07

Reading status

Writing-focused manuscript scan + selected visuals inspected

Main text

Writing-oriented scan across the main manuscript, physical PDF pp.1–8, covering framing, section progression, method explanations, captions, comparison protocols and concluding scope; reference boundary checked. Selected full-page rasters were inspected. Not exhaustive line-by-line reading, proof verification or experimental reproduction.

Appendix / supplement

Main-paper appendix/supplement references were checked. A separate supplementary source is linked in the inventory but was not retrieved or inspected; its contents are not included in the reading or visual-page counts.

Visually inspected PDF pages

3, 7

This is a writing-focused scan of the manuscript and the stated supplementary scope: framing, organization, visual explanation, evidence presentation and wording. It is not a line-by-line proof audit, reproduction of results or exhaustive scientific review.

• Official CVF open-access ICCV 2025 accepted-paper PDF, retrieved 7 October 2026; CVF states identical to accepted version except watermark; not assumed identical to initial submission · 11 pages