PaperClawPaperClaw
PromptsText to Figure
Text to FigureText → Imageposter

ProciGen Template-Free HOI Reconstruction Poster

Poster presenting ProciGen, a method for template-free reconstruction of human-object interaction using procedural generation and a Hierarchical Diffusion Model (HDM), evaluated on BEHAVE and InterCap datasets.

Paper context

Paper title: Template Free Reconstruction of Human-object Interaction with Procedural Interaction Generation Abstract: Poster presenting ProciGen, a method for template-free reconstruction of human-object interaction using procedural generation and a Hierarchical Diffusion Model (HDM), evaluated on BEHAVE and InterCap datasets. Paper body (method & results): <!DOCTYPE html> <html lang="en"> <head> <meta content="text/html; charset=utf-8" http-equiv="content-type"/> <title>Template Free Reconstruction of Human-object Interaction with Procedural Interaction Generation</title> <!--Generated on Sat Dec 9 01:21:02 2023 by LaTeXML (version 0.8.7) http://dlmf.nist.gov/LaTeXML/.--> <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/2312.07063v1/"/></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 ‣ Template Free Reconstruction of Human-object Interaction with Procedural Interaction Generation"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref">1 </span>Introduction</span></a></li> <li class="ltx_tocentry ltx_tocentry_section"><a class="ltx_ref" href="#S2" title="2 Related Work ‣ Template Free Reconstruction of Human-object Interaction with Procedural Interaction Generation"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref"><span class="ltx_text ltx_font_medium">2</span> </span>Related Work</span></a></li> <li class="ltx_tocentry ltx_tocentry_section"> <a class="ltx_ref" href="#S3" title="3 Method ‣ Template Free Reconstruction of Human-object Interaction with Procedural Interaction Generation"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref"><span class="ltx_text ltx_font_medium">3</span> </span>Method</span></a> <ol class="ltx_toclist ltx_toclist_section"> <li class="ltx_tocentry ltx_tocentry_subsection"> <a class="ltx_ref" href="#S3.SS1" title="3.1 ProciGen: Procedural Interaction Generation ‣ 3 Method ‣ Template Free Reconstruction of Human-object Interaction with Procedural Interaction Generation"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref"><span class="ltx_text ltx_font_medium">3.1</span> </span>ProciGen: Procedural Interaction Generation</span></a> <ol class="ltx_toclist ltx_toclist_subsection"> <li class="ltx_tocentry ltx_tocentry_subsubsection"><a class="ltx_ref" href="#S3.SS1.SSS1" title="3.1.1 Dense Semantic Correspondence ‣ 3.1 ProciGen: Procedural Interaction Generation ‣ 3 Method ‣ Template Free Reconstruction of Human-object Interaction with Procedural Interaction Generation"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref"><span class="ltx_text ltx_font_medium">3.1.1</span> </span>Dense Semantic Correspondence</span></a></li> <li class="ltx_tocentry ltx_tocentry_subsubsection"><a class="ltx_ref" href="#S3.SS1.SSS2" title="3.1.2 Contact Transfer ‣ 3.1 ProciGen: Procedural Interaction Generation ‣ 3 Method ‣ Template Free Reconstruction of Human-object Interaction with Procedural Interaction Generation"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref"><span class="ltx_text ltx_font_medium">3.1.2</span> </span>Contact Transfer</span></a></li> <li class="ltx_tocentry ltx_tocentry_subsubsection"><a class="ltx_ref" href="#S3.SS1.SSS3" title="3.1.3 Contact-based Joint Optimization ‣ 3.1 ProciGen: Procedural Interaction Generation ‣ 3 Method ‣ Template Free Reconstruction of Human-object Interaction with Procedural Interaction Generation"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref"><span class="ltx_text ltx_font_medium">3.1.3</span> </span>Contact-based Joint Optimization</span></a></li> <li class="ltx_tocentry ltx_tocentry_subsubsection"> <a class="ltx_ref" href="#S3.SS1.SSS4" title="3.1.4 Dataset Rendering ‣ 3.1 ProciGen: Procedural Interaction Generation ‣ 3 Method ‣ Template Free Reconstruction of Human-object Interaction with Procedural Interaction Generation"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref"><span class="ltx_text ltx_font_medium">3.1.4</span> </span>Dataset Rendering</span></a> <ol class="ltx_toclist ltx_toclist_subsubsection"> <li class="ltx_tocentry ltx_tocentry_paragraph"><a class="ltx_ref" href="#S3.SS1.SSS4.Px1" title="Method Scalability. ‣ 3.1.4 Dataset Rendering ‣ 3.1 ProciGen: Procedural Interaction Generation ‣ 3 Method ‣ Template Free Reconstruction of Human-object Interaction with Procedural Interaction Generation"><span class="ltx_text ltx_ref_title">Method Scalability.</span></a></li> </ol> </li> </ol> </li> <li class="ltx_tocentry ltx_tocentry_subsection"> <a class="ltx_ref" href="#S3.SS2" title="3.2 HDM: Hierarchical Diffusion Model ‣ 3 Method ‣ Template Free Reconstruction of Human-object Interaction with Procedural Interaction Generation"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref"><span class="ltx_text ltx_font_medium">3.2</span> </span>HDM: Hierarchical Diffusion Model</span></a> <ol class="ltx_toclist ltx_toclist_subsection"> <li class="ltx_tocentry ltx_tocentry_subsubsection"><a class="ltx_ref" href="#S3.SS2.SSS1" title="3.2.1 Preliminaries ‣ 3.2 HDM: Hierarchical Diffusion Model ‣ 3 Method ‣ Template Free Reconstruction of Human-object Interaction with Procedural Interaction Generation"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref"><span class="ltx_text ltx_font_medium">3.2.1</span> </span>Preliminaries</span></a></li> <li class="ltx_tocentry ltx_tocentry_subsubsection"><a class="ltx_ref" href="#S3.SS2.SSS2" title="3.2.2 Joint Human-object Diffusion ‣ 3.2 HDM: Hierarchical Diffusion Model ‣ 3 Method ‣ Template Free Reconstruction of Human-object Interaction with Procedural Interaction Generation"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref"><span class="ltx_text ltx_font_medium">3.2.2</span> </span>Joint Human-object Diffusion</span></a></li> <li class="ltx_tocentry ltx_tocentry_subsubsection"><a class="ltx_ref" href="#S3.SS2.SSS3" title="3.2.3 Hierarchical Diffusion for Interaction ‣ 3.2 HDM: Hierarchical Diffusion Model ‣ 3 Method ‣ Template Free Reconstruction of Human-object Interaction with Procedural Interaction Generation"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref"><span class="ltx_text ltx_font_medium">3.2.3</span> </span>Hierarchical Diffusion for Interaction</span></a></li> </ol> </li> </ol> </li> <li class="ltx_tocentry ltx_tocentry_section"> <a class="ltx_ref" href="#S4" title="4 Experiments ‣ Template Free Reconstruction of Human-object Interaction with Procedural Interaction Generation"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref"><span class="ltx_text ltx_font_medium">4</span> </span>Experiments</span></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 Reconstruction on BEHAVE and InterCap ‣ 4 Experiments ‣ Template Free Reconstruction of Human-object Interaction with Procedural Interaction Generation"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref"><span class="ltx_text ltx_font_medium">4.1</span> </span>Reconstruction on BEHAVE and InterCap</span></a></li> <li class="ltx_tocentry ltx_tocentry_subsection"><a class="ltx_ref" href="#S4.SS2" title="4.2 Contribution of our ProciGen and HDM ‣ 4 Experiments ‣ Template Free Reconstruction of Human-object Interaction with Procedural Interaction Generation"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref"><span class="ltx_text ltx_font_medium">4.2</span> </span>Contribution of our ProciGen and HDM</span></a></li> <li class="ltx_tocentry ltx_tocentry_subsection"><a class="ltx_ref" href="#S4.SS3" title="4.3 Generalization Performance ‣ 4 Experiments ‣ Template Free Reconstruction of Human-object Interaction with Procedural Interaction Generation"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref"><span class="ltx_text ltx_font_medium">4.3</span> </span>Generalization Performance</span></a></li> <li class="ltx_tocentry ltx_tocentry_subsection"><a class="ltx_ref" href="#S4.SS4" title="4.4 Ablating the Hierarchical Diffusion Model ‣ 4 Experiments ‣ Template Free Reconstruction of Human-object Interaction with Procedural Interaction Generation"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref"><span class="ltx_text ltx_font_medium">4.4</span> </span>Ablating the Hierarchical Diffusion Model</span></a></li> </ol> </li> <li class="ltx_tocentry ltx_tocentry_section"><a class="ltx_ref" href="#S5" title="5 Conclusion ‣ Template Free Reconstruction of Human-object Interaction with Procedural Interaction Generation"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref"><span class="ltx_text ltx_font_medium">5</span> </span>Conclusion</span></a></li> <li class="ltx_tocentry ltx_tocentry_appendix"> <a class="ltx_ref" href="#A1" title="Appendix A Implementation Details ‣ Template Free Reconstruction of Human-object Interaction with Procedural Interaction Generation"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref"><span class="ltx_text" style="font-size:144%;">A</span> </span><span class="ltx_text ltx_font_bold" style="font-size:144%;">Implementation Details</span></span></a> <ol class="ltx_toclist ltx_toclist_appendix"> <li class="ltx_tocentry ltx_tocentry_subsection"><a class="ltx_ref" href="#A1.SS1" title="A.1 ProciGen Data Generation ‣ Appendix A Implementation Details ‣ Template Free Reconstruction of Human-object Interaction with Procedural Interaction Generation"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref"><span class="ltx_text ltx_font_medium">A.1</span> </span>ProciGen Data Generation</span></a></li> <li class="ltx_tocentry ltx_tocentry_subsection"><a class="ltx_ref" href="#A1.SS2" title="A.2 HDM: Hierarachical Diffusion Model ‣ Appendix A Implementation Details ‣ Template Free Reconstruction of Human-object Interaction with Procedural Interaction Generation"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref"><span class="ltx_text ltx_font_medium">A.2</span> </span>HDM: Hierarachical Diffusion Model</span></a></li> <li class="ltx_tocentry ltx_tocentry_subsection"><a class="ltx_ref" href="#A1.SS3" title="A.3 Dataset statistics ‣ Appendix A Implementation Details ‣ Template Free Reconstruction of Human-object Interaction with Procedural Interaction Generation"><span class="ltx_text ltx_ref_title"><span class="ltx_tag ltx_tag_ref"><span class="ltx_text ltx_font_medium">A.3</

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

Related prompts

PINN Framework Pipeline for Microscopy DataText to Figure
EN

PINN Framework Pipeline for Microscopy Data

Text → Imageacademic
Try this prompt
DP-FTRL Privacy Amplification Analysis — Conference PosterText to Figure
EN

DP-FTRL Privacy Amplification Analysis — Conference Poster

Text → Imageposter
Try this prompt
NC-TTT: Noise-Contrastive Test-Time Training PosterText to Figure
EN

NC-TTT: Noise-Contrastive Test-Time Training Poster

Text → Imageposter
Try this prompt