Wan 2.1 Image to Video

This ComfyUI workflow turns a single image into a short video using Wan 2.1’s image-to-video pipeline. The core is the WanImageToVideo node, which prepares temporal conditioning (frame count, fps, and motion cues) and routes it into diffusion. Text guidance is encoded through CLIPTextEncode (backed by CLIPLoader loading the UMT5 XXL text encoder), while the starting image is embedded with CLIPVisionEncode using weights from CLIPVisionLoader. The model backbone is loaded via UNETLoader (Wan2.1) and VAELoader (Wan VAE). ModelSamplingSD3 sets the correct sampling profile, and KSampler performs denoising across the sequence of latent frames. Finally, VAEDecode converts latents to RGB frames, CreateVideo assembles them at your chosen fps/size, and SaveVideo writes the result to disk.

The workflow is organized for clarity: Step1 - Load models, Step2 - Upload start_image, Step3 - Video size, Step4 - Prompt. You’ll set width/height and frame rate in the Video size group, provide a clean source image via LoadImage, and craft a text prompt (plus optional negative prompt) to steer style and content. This makes it ideal for animating character turnarounds, subtle portrait motions, or product hero shots—all from a single still—while keeping results predictable through the start image and reproducible via seed and KSampler settings.

FAQ

Frequently Asked Questions

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