<h2 id="ultimate-ai-video-production-workflow-(comfyui)">🚀 Ultimate AI Video Production Workflow (ComfyUI)</h2>This is a complete end-to-end AI video pipeline that combines:<h3 id="qwen-edit-2509-image-editing">🧩 Qwen-Edit 2509 → Image Editing</h3><h3 id="wan-animate-2.2-character-animation">🎭 Wan Animate 2.2 → Character Animation</h3><h3 id="seedvr2-upscaler-final-4k-enhancement">📺 SeedVR2 Upscaler → Final 4K Enhancement</h3>Everything is packed into a clean, modular, subgraphed workflow that removes the headache of giant node spaghetti.This workflow allows you to:<ul><li>Edit any reference image</li><li>Animate the edited character using a real motion video</li><li>Upscale and clean the final output</li><li>Produce 4K smooth AI videos</li><li>Run everything inside ComfyUI with optimized VRAM usage</li></ul>Perfect for:<ul><li>AI character reels</li><li>Cosplay transformations</li><li>Cinematic AI edits</li><li>TikTok / IG Reels</li><li>YouTube shorts</li><li>Film-style previews</li></ul><hr /><h1 id="features">🎛️ Features</h1><h3 id="1.-qwen-edit-2509-fp8-(image-editing-engine)">✨ 1. Qwen-Edit 2509 FP8 (Image Editing Engine)</h3><ul><li>Outfit changes</li><li>Face cleanup / enhancement</li><li>Makeup edits</li><li>Background removal</li><li>Style injection</li><li>Very VRAM-friendly</li></ul><h3 id="2.-wan-animate-2.2-fp8-(character-animation)">🎬 2. Wan Animate 2.2 FP8 (Character Animation)</h3><ul><li>Robust identity preservation</li><li>Smooth motion from reference video</li><li>Pose &amp; face control</li><li>Windowed batching for long videos</li><li>Subgraphed for easy navigation</li></ul><h3 id="3.-seedvr2-upscaler-(video-restore-+-4k)">📈 3. SeedVR2 Upscaler (Video Restore + 4K)</h3><ul><li>2× / 4× upscaling</li><li>Face enhance option</li><li>Removes noise and artifacts</li><li>Makes AI videos look real and cinematic</li></ul><h3 id="bonus-modules">🔧 Bonus Modules</h3><ul><li>VRAM Cleaner</li><li>Resolution Selector</li><li>Reference Routing System</li><li>Organized Subgraphs</li><li>Cleaner wiring = easier editing</li></ul><hr /><h1 id="how-to-use-this-workflow">🧰 How to Use This Workflow</h1><h3 id="1-load-your-reference-image">1️⃣ Load your reference image</h3>Use Qwen-Edit to perform any image cleanup or enhancement before animation.<h3 id="2-load-your-motion-video">2️⃣ Load your motion video</h3>Wan Animate will replicate the motion on your edited character.<h3 id="3-adjust-resolution-and-pre-process-settings">3️⃣ Adjust resolution &amp; pre-process settings</h3>Resolution presets included (320 → 1280).<h3 id="4-run-wan-animate-2.2">4️⃣ Run Wan Animate 2.2</h3>Generates stable character animation frames.<h3 id="5-pass-output-into-seedvr2">5️⃣ Pass output into SeedVR2</h3>Upscale to 2K / 4K depending on hardware.<h3 id="6-save-final-video">6️⃣ Save final video</h3>Both preview &amp; HQ versions included.<h3 id="qwen-image-edit-fp8-(diffusion-model-text-encoder-and-vae)">🖼️ Qwen Image Edit FP8 (Diffusion Model, Text Encoder, and VAE)</h3>These are hosted on the Comfy-Org Hugging Face page.<ul><li>Diffusion Model (qwen_image_edit_fp8_e4m3fn.safetensors): <code>https://huggingface.co/Comfy-Org/Qwen-Image-Edit_ComfyUI/blob/main/split_files/diffusion_models/qwen_image_edit_fp8_e4m3fn.safetensors</code></li><li>Text Encoder (qwen_2.5_vl_7b_fp8_scaled.safetensors): <code>https://huggingface.co/Comfy-Org/Qwen-Image-Edit_ComfyUI/blob/main/split_files/text_encoders/qwen_2.5_vl_7b_fp8_scaled.safetensors</code></li><li>VAE (qwen_image_vae.safetensors): <code>https://huggingface.co/Comfy-Org/Qwen-Image-Edit_ComfyUI/blob/main/split_files/vae/qwen_image_vae.safetensors</code></li></ul><hr /><h3 id="wan-2.2-animate-14b-fp8-(diffusion-model-text-encoder-and-vae)">💃 Wan 2.2 Animate 14B FP8 (Diffusion Model, Text Encoder, and VAE)</h3>The components are spread across related community repositories.<ul><li>Diffusion Model (Wan2_2-Animate-14B_fp8_e4m3fn_scaled_KJ.safetensors): <code>https://huggingface.co/Kijai/WanVideo_comfy_fp8_scaled/blob/main/Wan22Animate/Wan2_2-Animate-14B_fp8_e4m3fn_scaled_KJ.safetensors</code></li><li>Text Encoder (umt5_xxl_fp8_e4m3fn_scaled.safetensors): <code>https://huggingface.co/Comfy-Org/Wan_2.1_ComfyUI_repackaged/blob/main/split_files/text_encoders/umt5_xxl_fp8_e4m3fn_scaled.safetensors</code></li><li>VAE (wan2.2_vae.safetensors): <code>https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/blob/main/split_files/vae/wan2.2_vae.safetensors</code></li><li><code>Lightx2v : https://huggingface.co/Kijai/WanVideo_comfy/tree/main/Lightx2v</code></li></ul><hr /><h3 id="seedvr2-diffusion-model-(fp8)">💾 SeedVR2 Diffusion Model (FP8)</h3><ul><li>Diffusion Model (seedvr2_ema_3b_fp8_e4m3fn.safetensors): <code>https://huggingface.co/numz/SeedVR2_comfyUI/blob/main/seedvr2_ema_3b_fp8_e4m3fn.safetensors</code></li></ul><hr /><h1 id="why-this-workflow-is-easy-to-use">🧱 Why This Workflow is Easy to Use</h1>I wrapped the heavy sections inside subgraphs, so you don’t have to scroll through 200 tangled nodes.Subgraphs included:<ul><li>Wan Animate Engine</li><li>Qwen-Edit Module</li><li>SeedVR2 Upscaler</li><li>VRAM Cleaner</li><li>Resolution Manager</li></ul>Makes editing, debugging, and expanding the workflow extremely clean and fast.<hr /><h1 id="credits">❤️ Credits</h1><ul><li>Kijai for FP8 Wan Animate</li><li>Comfy-Org for Qwen-Edit</li><li>ByteDance for SeedVR2</li><li>Community testers &amp; contributors</li></ul>

Ultimate AI Video Workflow — Qwen-Edit 2509 + Wan Animate 2.2 + SeedVR2 Upscaler

Added Qwen VLAdded Qwen ImageAdded Qwen Image Edit With Masks + Multiple ImagesAdded SeedVr2 Improvements For Lower VramAdded FlashVSR1.1Added Wan 2.2 I2VAdded Wan 2.2 T2VAdded Wan 2.2 FLF2VAdded Wan Animate Improvements For Lower VramEasier To Understand Workflow

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