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Step-by-step guide Wan Animate 2.2 ComfyUI: with subgraphs & GGUF Optimization

Автор: Koala Nation

Загружено: 2025-12-01

Просмотров: 2192

Описание: Master Wan Animate 2.2 in ComfyUI with this comprehensive tutorial on building an advanced AI video workflow from scratch.

This guide covers high-value techniques including character replacement with SAM 2, background isolation, and utilizing subgraphs for infinite video extension. We also address performance optimization for low VRAM hardware by implementing BF16 and GGUF quantized models to ensure accessibility for all users.

For superior results in lip-syncing, it is recommended to use a full RGB cropped face video as a reference input rather than the standard OpenPose face method. This practice-based approach is designed to elevate your creative control and technical skills in generative video production.

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👉 The workflow made in this tutorial FREE here: https://ko-fi.com/s/7c96ee77b7
🚨 Use this link to use RunPod: https://get.runpod.io/e0pn9e5rpbr4
⭐ Runpod Template for RTX5090/P6000: https://tinyurl.com/KN-Blackwell-temp...
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00:00 Intro: Wan Animate Process Explanation,
00:40 Empty Wan Animate Canvas: Start with a K Sampler,
00:54 Decoding Latents & Connecting Video Combine,
01:34 Adding Model Groups (Diffusion, LoRAs, SD3 Shift),
02:27 Adding the Wan Animate to Video Node,
02:46 Text Encode & CLIP Vision Load Nodes,
03:18 Encoding the Reference Image,
04:03 Creating Face & Poses (DWPose Preprocessors),
06:18 Completing Settings & Running the Workflow,
08:24 Infinite Video Extension (Subgraphs),
09:04 Concatenating Sampled Videos for Extension,
10:58 Correcting the Second Animation Subgraph,
11:31 Fixing Repeated Frames (Image From Batch),
12:54 Character Replacement & Background Isolation,
15:45 Using the BF16 High-Quality Model,
16:13 Low VRAM / GGUF Setup (Important),

Useful links:
👉 Wan Animate: https://wan.video/blog/wan2.2-animate
👉 ComfyUI Runpod Direct: https://github.com/MadiatorLabs/Comfy...
👉 Quantstack Wan Animate GGUD: https://huggingface.co/QuantStack/Wan...
🎥 Check out my tutorial how to run Runpod:.    • ComfyUI in Runpod. NO CODE Setup in minute...  

============================================================
💪 Support this channel with a Super Thanks or a ko-fi! https://ko-fi.com/koalanation
☕ Amazing ComfyUI workflows: https://tinyurl.com/y9v2776r

🚨 Use Runpod and access powerful GPUs for best ComfyUI experience at a fraction of the price. https://tinyurl.com/58x2bpp5 🤗

☁️ Starting in ComfyUI? Run it on the cloud without installation, very easy! ☁️
👉 RunDiffusion: https://tinyurl.com/ypp84xjp 👉15% off first month with code 'koala15'
👉 ThinkDiffusion: https://tinyurl.com/4nh2yyen

🤑🤑🤑 FREE! Check my runnable workflows in OpenArt.ai: https://tinyurl.com/3j4z6xwf

============================================================
CREDITS
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✂️ Edited with Canva, and ClipChamp. I record the stuff in powerpoint.
========================================================
© 2025 Koala Nation

Correction: 04:03 use full RGB cropped face instead of openpose!

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Step-by-step guide Wan Animate 2.2 ComfyUI: with subgraphs & GGUF Optimization

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