🚀 Ultimate AI Video Production Workflow (ComfyUI)

This is a complete end-to-end AI video pipeline that combines:

🧩 Qwen-Edit 2509 → Image Editing

🎭 Wan Animate 2.2 → Character Animation

📺 SeedVR2 Upscaler → Final 4K Enhancement

Everything is packed into a clean, modular, subgraphed workflow that removes the headache of giant node spaghetti.

This workflow allows you to:

• Edit any reference image

• Animate the edited character using a real motion video

• Upscale and clean the final output

• Produce 4K smooth AI videos

• Run everything inside ComfyUI with optimized VRAM usage

Perfect for:

• AI character reels

• Cosplay transformations

• Cinematic AI edits

• TikTok / IG Reels

• YouTube shorts

• Film-style previews

🎛️ Features

✨ 1. Qwen-Edit 2509 FP8 (Image Editing Engine)

• Outfit changes

• Face cleanup / enhancement

• Makeup edits

• Background removal

• Style injection

• Very VRAM-friendly

🎬 2. Wan Animate 2.2 FP8 (Character Animation)

• Robust identity preservation

• Smooth motion from reference video

• Pose & face control

• Windowed batching for long videos

• Subgraphed for easy navigation

📈 3. SeedVR2 Upscaler (Video Restore + 4K)

• 2× / 4× upscaling

• Face enhance option

• Removes noise and artifacts

• Makes AI videos look real and cinematic

🔧 Bonus Modules

• VRAM Cleaner

• Resolution Selector

• Reference Routing System

• Organized Subgraphs

• Cleaner wiring = easier editing

🧰 How to Use This Workflow

1️⃣ Load your reference image

Use Qwen-Edit to perform any image cleanup or enhancement before animation.

2️⃣ Load your motion video

Wan Animate will replicate the motion on your edited character.

3️⃣ Adjust resolution & pre-process settings

Resolution presets included (320 → 1280).

4️⃣ Run Wan Animate 2.2

Generates stable character animation frames.

5️⃣ Pass output into SeedVR2

Upscale to 2K / 4K depending on hardware.

6️⃣ Save final video

Both preview & HQ versions included.

🖼️ Qwen Image Edit FP8 (Diffusion Model, Text Encoder, and VAE)

These are hosted on the Comfy-Org Hugging Face page.

• Diffusion Model (qwen_image_edit_fp8_e4m3fn.safetensors): https://huggingface.co/Comfy-Org/Qwen-Image-Edit_ComfyUI/blob/main/split_files/diffusion_models/qwen_image_edit_fp8_e4m3fn.safetensors

• Text Encoder (qwen_2.5_vl_7b_fp8_scaled.safetensors): https://huggingface.co/Comfy-Org/Qwen-Image-Edit_ComfyUI/blob/main/split_files/text_encoders/qwen_2.5_vl_7b_fp8_scaled.safetensors

• VAE (qwen_image_vae.safetensors): https://huggingface.co/Comfy-Org/Qwen-Image-Edit_ComfyUI/blob/main/split_files/vae/qwen_image_vae.safetensors

💃 Wan 2.2 Animate 14B FP8 (Diffusion Model, Text Encoder, and VAE)

The components are spread across related community repositories.

• Diffusion Model (Wan2_2-Animate-14B_fp8_e4m3fn_scaled_KJ.safetensors): https://huggingface.co/Kijai/WanVideo_comfy_fp8_scaled/blob/main/Wan22Animate/Wan2_2-Animate-14B_fp8_e4m3fn_scaled_KJ.safetensors

• Text Encoder (umt5_xxl_fp8_e4m3fn_scaled.safetensors): https://huggingface.co/Comfy-Org/Wan_2.1_ComfyUI_repackaged/blob/main/split_files/text_encoders/umt5_xxl_fp8_e4m3fn_scaled.safetensors

• VAE (wan2.2_vae.safetensors): https://huggingface.co/Comfy-Org/Wan_2.2_ComfyUI_Repackaged/blob/main/split_files/vae/wan2.2_vae.safetensors

• Lightx2v : https://huggingface.co/Kijai/WanVideo_comfy/tree/main/Lightx2v

💾 SeedVR2 Diffusion Model (FP8)

• Diffusion Model (seedvr2_ema_3b_fp8_e4m3fn.safetensors): https://huggingface.co/numz/SeedVR2_comfyUI/blob/main/seedvr2_ema_3b_fp8_e4m3fn.safetensors

🧱 Why This Workflow is Easy to Use

I wrapped the heavy sections inside subgraphs, so you don’t have to scroll through 200 tangled nodes.

Subgraphs included:

• Wan Animate Engine

• Qwen-Edit Module

• SeedVR2 Upscaler

• VRAM Cleaner

• Resolution Manager

Makes editing, debugging, and expanding the workflow extremely clean and fast.

❤️ Credits

• Kijai for FP8 Wan Animate

• Comfy-Org for Qwen-Edit

• ByteDance for SeedVR2

• Community testers & contributors