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FlowVid Consistent Video-to-Video Synthesis — Poster

This poster presents FlowVid, a method for consistent video-to-video synthesis. It edits the first frame and propagates changes using optical flow. Results show it outperforms baselines like TokenFlow and Rerender in user preference and runtime.

Paper context

Paper title: FlowVid: Taming Imperfect Optical Flows for Consistent Video-to-Video Synthesis Abstract: This poster presents FlowVid, a method for consistent video-to-video synthesis. It edits the first frame and propagates changes using optical flow. Results show it outperforms baselines like TokenFlow and Rerender in user preference and runtime. Paper body (method & results): <!DOCTYPE html> <html lang="en"> <head> <meta content="text/html; charset=utf-8" http-equiv="content-type"/> <title>FlowVid: Taming Imperfect Optical Flows for Consistent Video-to-Video Synthesis</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/2312.17681v1/"/></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 ‣ FlowVid: Taming Imperfect Optical Flows for Consistent Video-to-Video Synthesis">1 Introduction</a></li> <li class="ltx_tocentry ltx_tocentry_section"> <a class="ltx_ref" href="#S2" title="2 Related Work ‣ FlowVid: Taming Imperfect Optical Flows for Consistent Video-to-Video Synthesis">2 Related Work</a> <ol class="ltx_toclist ltx_toclist_section"> <li class="ltx_tocentry ltx_tocentry_subsection"><a class="ltx_ref" href="#S2.SS1" title="2.1 Image-to-image Diffusion Models ‣ 2 Related Work ‣ FlowVid: Taming Imperfect Optical Flows for Consistent Video-to-Video Synthesis">2.1 Image-to-image Diffusion Models</a></li> <li class="ltx_tocentry ltx_tocentry_subsection"><a class="ltx_ref" href="#S2.SS2" title="2.2 Video-to-video Diffusion Models ‣ 2 Related Work ‣ FlowVid: Taming Imperfect Optical Flows for Consistent Video-to-Video Synthesis">2.2 Video-to-video Diffusion Models</a></li> <li class="ltx_tocentry ltx_tocentry_subsection"><a class="ltx_ref" href="#S2.SS3" title="2.3 Optical flow for video-to-video synthesis ‣ 2 Related Work ‣ FlowVid: Taming Imperfect Optical Flows for Consistent Video-to-Video Synthesis">2.3 Optical flow for video-to-video synthesis</a></li> </ol> </li> <li class="ltx_tocentry ltx_tocentry_section"> <a class="ltx_ref" href="#S3" title="3 Preliminary ‣ FlowVid: Taming Imperfect Optical Flows for Consistent Video-to-Video Synthesis">3 Preliminary</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="Latent Diffusion Models ‣ 3 Preliminary ‣ FlowVid: Taming Imperfect Optical Flows for Consistent Video-to-Video Synthesis">Latent Diffusion Models</a></li> <li class="ltx_tocentry ltx_tocentry_paragraph"><a class="ltx_ref" href="#S3.SS0.SSS0.Px2" title="ControlNet ‣ 3 Preliminary ‣ FlowVid: Taming Imperfect Optical Flows for Consistent Video-to-Video Synthesis">ControlNet</a></li> </ol> </li> <li class="ltx_tocentry ltx_tocentry_section"> <a class="ltx_ref" href="#S4" title="4 FlowVid ‣ FlowVid: Taming Imperfect Optical Flows for Consistent Video-to-Video Synthesis">4 FlowVid</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 Inflating image U-Net to accommodate video ‣ 4 FlowVid ‣ FlowVid: Taming Imperfect Optical Flows for Consistent Video-to-Video Synthesis">4.1 Inflating image U-Net to accommodate video</a></li> <li class="ltx_tocentry ltx_tocentry_subsection"><a class="ltx_ref" href="#S4.SS2" title="4.2 Training with joint spatial-temporal conditions ‣ 4 FlowVid ‣ FlowVid: Taming Imperfect Optical Flows for Consistent Video-to-Video Synthesis">4.2 Training with joint spatial-temporal conditions</a></li> <li class="ltx_tocentry ltx_tocentry_subsection"><a class="ltx_ref" href="#S4.SS3" title="4.3 Generation: edit the first frame then propagate ‣ 4 FlowVid ‣ FlowVid: Taming Imperfect Optical Flows for Consistent Video-to-Video Synthesis">4.3 Generation: edit the first frame then propagate</a></li> </ol> </li> <li class="ltx_tocentry ltx_tocentry_section"> <a class="ltx_ref" href="#S5" title="5 Experiments ‣ FlowVid: Taming Imperfect Optical Flows for Consistent Video-to-Video Synthesis">5 Experiments</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 Settings ‣ 5 Experiments ‣ FlowVid: Taming Imperfect Optical Flows for Consistent Video-to-Video Synthesis">5.1 Settings</a> <ol class="ltx_toclist ltx_toclist_subsection"> <li class="ltx_tocentry ltx_tocentry_paragraph"><a class="ltx_ref" href="#S5.SS1.SSS0.Px1" title="Implementation Details ‣ 5.1 Settings ‣ 5 Experiments ‣ FlowVid: Taming Imperfect Optical Flows for Consistent Video-to-Video Synthesis">Implementation Details</a></li> <li class="ltx_tocentry ltx_tocentry_paragraph"><a class="ltx_ref" href="#S5.SS1.SSS0.Px2" title="Evaluation ‣ 5.1 Settings ‣ 5 Experiments ‣ FlowVid: Taming Imperfect Optical Flows for Consistent Video-to-Video Synthesis">Evaluation</a></li> </ol> </li> <li class="ltx_tocentry ltx_tocentry_subsection"><a class="ltx_ref" href="#S5.SS2" title="5.2 Qualitative results ‣ 5 Experiments ‣ FlowVid: Taming Imperfect Optical Flows for Consistent Video-to-Video Synthesis">5.2 Qualitative results</a></li> <li class="ltx_tocentry ltx_tocentry_subsection"> <a class="ltx_ref" href="#S5.SS3" title="5.3 Quantitative results ‣ 5 Experiments ‣ FlowVid: Taming Imperfect Optical Flows for Consistent Video-to-Video Synthesis">5.3 Quantitative results</a> <ol class="ltx_toclist ltx_toclist_subsection"> <li class="ltx_tocentry ltx_tocentry_paragraph"><a class="ltx_ref" href="#S5.SS3.SSS0.Px1" title="User study ‣ 5.3 Quantitative results ‣ 5 Experiments ‣ FlowVid: Taming Imperfect Optical Flows for Consistent Video-to-Video Synthesis">User study</a></li> <li class="ltx_tocentry ltx_tocentry_paragraph"><a class="ltx_ref" href="#S5.SS3.SSS0.Px2" title="Pipeline runtime ‣ 5.3 Quantitative results ‣ 5 Experiments ‣ FlowVid: Taming Imperfect Optical Flows for Consistent Video-to-Video Synthesis">Pipeline runtime</a></li> </ol> </li> <li class="ltx_tocentry ltx_tocentry_subsection"> <a class="ltx_ref" href="#S5.SS4" title="5.4 Ablation study ‣ 5 Experiments ‣ FlowVid: Taming Imperfect Optical Flows for Consistent Video-to-Video Synthesis">5.4 Ablation study</a> <ol class="ltx_toclist ltx_toclist_subsection"> <li class="ltx_tocentry ltx_tocentry_paragraph"><a class="ltx_ref" href="#S5.SS4.SSS0.Px1" title="Condition combinations ‣ 5.4 Ablation study ‣ 5 Experiments ‣ FlowVid: Taming Imperfect Optical Flows for Consistent Video-to-Video Synthesis">Condition combinations</a></li> <li class="ltx_tocentry ltx_tocentry_paragraph"><a class="ltx_ref" href="#S5.SS4.SSS0.Px2" title="Different control type: edge and depth ‣ 5.4 Ablation study ‣ 5 Experiments ‣ FlowVid: Taming Imperfect Optical Flows for Consistent Video-to-Video Synthesis">Different control type: edge and depth</a></li> <li class="ltx_tocentry ltx_tocentry_paragraph"><a class="ltx_ref" href="#S5.SS4.SSS0.Px3" title="𝑣-prediction and ϵ-prediction ‣ 5.4 Ablation study ‣ 5 Experiments ‣ FlowVid: Taming Imperfect Optical Flows for Consistent Video-to-Video Synthesis"><math alttext="v" class="ltx_Math" display="inline"><semantics><mi>v</mi><annotation-xml encoding="MathML-Content"><ci>𝑣</ci></annotation-xml><annotation encoding="application/x-tex">v</annotation><annotation encoding="application/x-llamapun">italic_v</annotation></semantics></math>-prediction and <math alttext="\epsilon" class="ltx_Math" display="inline"><semantics><mi>ϵ</mi><annotation-xml encoding="MathML-Content"><ci>italic-ϵ</ci></annotation-xml><annotation encoding="application/x-tex">\epsilon</annotation><annotation encoding="application/x-llamapun">italic_ϵ</annotation></semantics></math>-prediction</a></li> </ol> </li> <li class="ltx_tocentry ltx_tocentry_subsection"><a class="ltx_ref" href="#S5.SS5" title="5.5 Limitations ‣ 5 Experiments ‣ FlowVid: Taming Imperfect Optical Flows for Consistent Video-to-Video Synthesis">5.5 Limitations</a></li> </ol> </li> <li class="ltx_tocentry ltx_tocentry_section"><a class="ltx_ref" href="#S6" title="6 Conclusion ‣ FlowVid: Taming Imperfect Optical Flows for Consistent Video-to-Video Synthesis">6 Conclusion</a></li> <li class="ltx_tocentry ltx_tocentry_section"><a class="ltx_ref" href="#S7" title="7 Acknowledgments ‣ FlowVid: Taming Imperfect Optical Flows for Consistent Video-to-Video Synthesis">7 Acknowledgments</a></li> <li class="ltx_tocentry ltx_tocentry_appendix"><a class="ltx_ref" href="#A1" title="Appendix A Webpage Demo ‣ FlowVid: Taming Imperfect Optical Flows for Consistent Video-to-Video Synthesis"><span class="ltx_tag ltx_

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