Text to FigureText → Imageposter

Sketch Animation Pipeline from Text — Poster

A conference poster presenting a method to animate single-subject sketches using text prompts and text-to-video priors, detailing the representation, pipeline, network architecture, and comparisons.

Paper context

Paper title: Breathing Life Into Sketches Using Text-to-Video Priors Abstract: A conference poster presenting a method to animate single-subject sketches using text prompts and text-to-video priors, detailing the representation, pipeline, network architecture, and comparisons. Paper body (method & results): <!DOCTYPE html> <html lang="en"> <head> <meta content="text/html; charset=utf-8" http-equiv="content-type"/> <title>Breathing Life Into Sketches Using Text-to-Video Priors</title>  <meta content="width=device-width, initial-scale=1, shrink-to-fit=no" name="viewport"/> <link href="https://cdn.jsdelivr.net/npm/bootstrap@5.3.0/dist/css/bootstrap.min.css" rel="stylesheet" type="text/css"/> <link href="/static/browse/0.3.4/css/ar5iv_0.7.4.min.css" rel="stylesheet" type="text/css"/> <link href="/static/browse/0.3.4/css/latexml_styles.css" rel="stylesheet" type="text/css"/> <script src="https://cdn.jsdelivr.net/npm/bootstrap@5.3.0/dist/js/bootstrap.bundle.min.js"></script> <script src="https://cdnjs.cloudflare.com/ajax/libs/html2canvas/1.3.3/html2canvas.min.js"></script> <script src="/static/browse/0.3.4/js/addons.js"></script> <script src="/static/browse/0.3.4/js/feedbackOverlay.js"></script> <base href="/html/2311.13608v1/"/></head> <body> <nav class="ltx_page_navbar"> <nav class="ltx_TOC"> <ol class="ltx_toclist"> <li class="ltx_tocentry ltx_tocentry_section"><a class="ltx_ref" href="#S1" title="1 Introduction ‣ Breathing Life Into Sketches Using Text-to-Video Priors">1 Introduction</a></li> <li class="ltx_tocentry ltx_tocentry_section"> <a class="ltx_ref" href="#S2" title="2 Previous Work ‣ Breathing Life Into Sketches Using Text-to-Video Priors">2 Previous Work</a> <ol class="ltx_toclist ltx_toclist_section"> <li class="ltx_tocentry ltx_tocentry_paragraph"><a class="ltx_ref" href="#S2.SS0.SSS0.Px1" title="Sketches ‣ 2 Previous Work ‣ Breathing Life Into Sketches Using Text-to-Video Priors">Sketches</a></li> <li class="ltx_tocentry ltx_tocentry_paragraph"><a class="ltx_ref" href="#S2.SS0.SSS0.Px2" title="Sketch-based animation ‣ 2 Previous Work ‣ Breathing Life Into Sketches Using Text-to-Video Priors">Sketch-based animation</a></li> <li class="ltx_tocentry ltx_tocentry_paragraph"><a class="ltx_ref" href="#S2.SS0.SSS0.Px3" title="Text-to-video generation ‣ 2 Previous Work ‣ Breathing Life Into Sketches Using Text-to-Video Priors">Text-to-video generation</a></li> <li class="ltx_tocentry ltx_tocentry_paragraph"><a class="ltx_ref" href="#S2.SS0.SSS0.Px4" title="Image-to-video generation ‣ 2 Previous Work ‣ Breathing Life Into Sketches Using Text-to-Video Priors">Image-to-video generation</a></li> </ol> </li> <li class="ltx_tocentry ltx_tocentry_section"> <a class="ltx_ref" href="#S3" title="3 Preliminaries ‣ Breathing Life Into Sketches Using Text-to-Video Priors">3 Preliminaries</a> <ol class="ltx_toclist ltx_toclist_section"> <li class="ltx_tocentry ltx_tocentry_paragraph"><a class="ltx_ref" href="#S3.SS0.SSS0.Px1" title="Vector representation ‣ 3 Preliminaries ‣ Breathing Life Into Sketches Using Text-to-Video Priors">Vector representation</a></li> <li class="ltx_tocentry ltx_tocentry_paragraph"><a class="ltx_ref" href="#S3.SS0.SSS0.Px2" title="Score-Distillation Sampling ‣ 3 Preliminaries ‣ Breathing Life Into Sketches Using Text-to-Video Priors">Score-Distillation Sampling</a></li> </ol> </li> <li class="ltx_tocentry ltx_tocentry_section"> <a class="ltx_ref" href="#S4" title="4 Method ‣ Breathing Life Into Sketches Using Text-to-Video Priors">4 Method</a> <ol class="ltx_toclist ltx_toclist_section"> <li class="ltx_tocentry ltx_tocentry_subsection"><a class="ltx_ref" href="#S4.SS1" title="4.1 Representation ‣ 4 Method ‣ Breathing Life Into Sketches Using Text-to-Video Priors">4.1 Representation</a></li> <li class="ltx_tocentry ltx_tocentry_subsection"><a class="ltx_ref" href="#S4.SS2" title="4.2 Text-Driven Optimization ‣ 4 Method ‣ Breathing Life Into Sketches Using Text-to-Video Priors">4.2 Text-Driven Optimization</a></li> <li class="ltx_tocentry ltx_tocentry_subsection"> <a class="ltx_ref" href="#S4.SS3" title="4.3 Neural Displacement Field ‣ 4 Method ‣ Breathing Life Into Sketches Using Text-to-Video Priors">4.3 Neural Displacement Field</a> <ol class="ltx_toclist ltx_toclist_subsection"> <li class="ltx_tocentry ltx_tocentry_paragraph"><a class="ltx_ref" href="#S4.SS3.SSS0.Px1" title="Shared backbone ‣ 4.3 Neural Displacement Field ‣ 4 Method ‣ Breathing Life Into Sketches Using Text-to-Video Priors">Shared backbone</a></li> <li class="ltx_tocentry ltx_tocentry_paragraph"><a class="ltx_ref" href="#S4.SS3.SSS0.Px2" title="Local path ‣ 4.3 Neural Displacement Field ‣ 4 Method ‣ Breathing Life Into Sketches Using Text-to-Video Priors">Local path</a></li> <li class="ltx_tocentry ltx_tocentry_paragraph"><a class="ltx_ref" href="#S4.SS3.SSS0.Px3" title="Global path ‣ 4.3 Neural Displacement Field ‣ 4 Method ‣ Breathing Life Into Sketches Using Text-to-Video Priors">Global path</a></li> </ol> </li> <li class="ltx_tocentry ltx_tocentry_subsection"><a class="ltx_ref" href="#S4.SS4" title="4.4 Training Details ‣ 4 Method ‣ Breathing Life Into Sketches Using Text-to-Video Priors">4.4 Training Details</a></li> </ol> </li> <li class="ltx_tocentry ltx_tocentry_section"> <a class="ltx_ref" href="#S5" title="5 Results ‣ Breathing Life Into Sketches Using Text-to-Video Priors">5 Results</a> <ol class="ltx_toclist ltx_toclist_section"> <li class="ltx_tocentry ltx_tocentry_subsection"><a class="ltx_ref" href="#S5.SS1" title="5.1 Comparisons ‣ 5 Results ‣ Breathing Life Into Sketches Using Text-to-Video Priors">5.1 Comparisons</a></li> <li class="ltx_tocentry ltx_tocentry_subsection"><a class="ltx_ref" href="#S5.SS2" title="5.2 Ablation Study ‣ 5 Results ‣ Breathing Life Into Sketches Using Text-to-Video Priors">5.2 Ablation Study</a></li> </ol> </li> <li class="ltx_tocentry ltx_tocentry_section"><a class="ltx_ref" href="#S6" title="6 Limitations ‣ Breathing Life Into Sketches Using Text-to-Video Priors">6 Limitations</a></li> <li class="ltx_tocentry ltx_tocentry_section"><a class="ltx_ref" href="#S7" title="7 Conclusions ‣ Breathing Life Into Sketches Using Text-to-Video Priors">7 Conclusions</a></li> <li class="ltx_tocentry ltx_tocentry_section"><a class="ltx_ref" href="#S8" title="8 Acknowledgements ‣ Breathing Life Into Sketches Using Text-to-Video Priors">8 Acknowledgements</a></li> <li class="ltx_tocentry ltx_tocentry_part"> <a class="ltx_ref" href="#Pt1" title="Breathing Life Into Sketches Using Text-to-Video Priors"> ‣ Breathing Life Into Sketches Using Text-to-Video Priors</a> <ol class="ltx_toclist ltx_toclist_part"> <li class="ltx_tocentry ltx_tocentry_appendix"><a class="ltx_ref" href="#A1" title="Appendix A Additional results and videos ‣ Breathing Life Into Sketches Using Text-to-Video Priors">A Additional results and videos</a></li> <li class="ltx_tocentry ltx_tocentry_appendix"> <a class="ltx_ref" href="#A2" title="Appendix B Analysis and ablation ‣ Breathing Life Into Sketches Using Text-to-Video Priors">B Analysis and ablation</a> <ol class="ltx_toclist ltx_toclist_appendix"> <li class="ltx_tocentry ltx_tocentry_subsection"><a class="ltx_ref" href="#A2.SS1" title="B.1 Text prompt effect ‣ Appendix B Analysis and ablation ‣ Breathing Life Into Sketches Using Text-to-Video Priors">B.1 Text prompt effect</a></li> <li class="ltx_tocentry ltx_tocentry_subsection"><a class="ltx_ref" href="#A2.SS2" title="B.2 Different levels of abstraction ‣ Appendix B Analysis and ablation ‣ Breathing Life Into Sketches Using Text-to-Video Priors">B.2 Different levels of abstraction</a></li> <li class="ltx_tocentry ltx_tocentry_subsection"><a class="ltx_ref" href="#A2.SS3" title="B.3 Sketch representation ‣ Appendix B Analysis and ablation ‣ Breathing Life Into Sketches Using Text-to-Video Priors">B.3 Sketch representation</a></li> <li class="ltx_tocentry ltx_tocentry_subsection"><a class="ltx_ref" href="#A2.SS4" title="B.4 Learning rate scaling and tradeoffs ‣ Appendix B Analysis and ablation ‣ Breathing Life Into Sketches Using Text-to-Video Priors">B.4 Learning rate scaling and tradeoffs</a></li> <li class="ltx_tocentry ltx_tocentry_subsection"><a class="ltx_ref" href="#A2.SS5" title="B.5 Hyperparameter effects ‣ Appendix B Analysis and ablation ‣ Breathing Life Into Sketches Using Text-to-Video Priors">B.5 Hyperparameter effects</a></li> <li class="ltx_tocentry ltx_tocentry_subsection"><a class="ltx_ref" href="#A2.SS6" title="B.6 Other text-to-video backbones ‣ Appendix B Analysis and ablation ‣ Breathing Life Into Sketches Using Text-to-Video Priors">B.6 Other text-to-video backbones

The prompt

Above I've shared:
(1) the full paper text,
(2) all paper figures labeled by figure number,
(3) the caption for the central poster figure I'm building.

TASK: This is a CONFERENCE POSTER. **NOT** an academic-paper figure.
Style requirements:

  - Multi-section layout with a clear poster structure: large title banner
    at the top with the paper title + author/affiliation strip, then 3-6
    distinct content panels arranged in columns or a grid.
  - Large legible fonts (text must be readable at 2 m viewing distance) —
    headings ≥ 60 pt visual size in the final image.
  - Use colour blocks / panel backgrounds to delineate sections (this is
    what makes it a poster, not a single-figure diagram).
  - Aspect ratio: portrait or landscape rectangle, NOT square.

If your output looks like a standard academic-paper figure (single panel,
no title banner, dense small text, no colour blocks), you've failed the
task. Render the COMPLETE poster, not just the central figure.

Just give me the final poster image.

Try this prompt now

Open it inside the generator with the prompt pre-filled.

Try this prompt

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The prompt

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