<h1 id="workflow-for-video-upscaling-and-interpolation">Workflow for video upscaling and interpolation</h1><p><span style="color:rgb(64, 192, 87)"><strong>Designed for short 5-6s videos. Use at your own risk for longer videos.</strong></span></p><p>Example was generated from 480x832 12fps video using Seed VR2 at 3x scale and interploated to 60fps with 5x multiplier. I usually run it with 2x multiplier for 24fps, adding this many frames often produces visual artifacts, depending on a range of motion.</p><h2 id="getting-started">Getting started</h2><ul><li><p>Install missing nodes using ConmyUI Node Manager.</p></li><li><p>Seed VR2 should download necessary models automatically after custom nodes are installed.</p></li><li><p>For best results do not use codec compression when saving your low res generated videos.</p></li></ul><h2 id="upscale-with-esrgan">Upscale with ESRGAN</h2><p><img src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/a5d55a12-7d59-4816-b097-b5b418caab4f/original=true/a5d55a12-7d59-4816-b097-b5b418caab4f.jpeg" /></p><p><span style="color:rgb(253, 126, 20)"><strong>!! Important</strong></span> This part of a workflow assumes ESRGAN model generates images at 4x scale (i.e. - Remacri, 4x-UltraSharp) by default and calculates final resolution accordingly.</p><p><span style="color:rgb(130, 201, 30)"><strong>Pros</strong></span></p><p>Fast, less VRAM and RAM hungry. I upscale to 1440 on a 12GB VRAM card with 32GB system RAM without a hitch.</p><p><span style="color:rgb(250, 82, 82)"><strong>Cons</strong></span></p><p>Medium quailty, depends on an ESRGAN used.</p><h2 id="upscale-with-seedvr2">Upscale with SeedVR2</h2><p><img src="https://image.civitai.com/xG1nkqKTMzGDvpLrqFT7WA/9fa94c54-cb36-48e3-822e-fee072436919/original=true/9fa94c54-cb36-48e3-822e-fee072436919.jpeg" /></p><p><span style="color:rgb(130, 201, 30)"><strong>Pros</strong></span></p><p>Considerably higher quality for realistic videos.</p><p><span style="color:rgb(250, 82, 82)"><strong>Cons</strong></span></p><p>Much slower, very VRAM and RAM hugnry at a resolution higher than 1080p.</p><h2 id="rife-interpolation">RIFE Interpolation</h2><p>Generates additional frames. Use rife49 or rife47 models for best results (49 is set as default).</p><h2 id="save-final-frames">Save final frames</h2><p>Saves last N frames if you plan on reusing them for the next I2V generation or First to Last frame workflow.</p><h2></h2><p></p>

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