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Wan2.1

Wan2.1 is a community repackage of Alibaba's WAN (World Animated Networks) 2.1 video generation model in single-file diffusion format, supporting image-to-video generation. The repackage by DeepBeepMeep converts the original multi-file checkpoint into a format compatible with ComfyUI and similar single-file diffusion runners. WAN 2.1 generates high-fidelity short video clips from still image inputs.

Summary text generated by an automated pipeline from the model card · Not individually reviewed or run by us · How this page is made

From the model card

Fields below are copied from the tags and counters on the HuggingFace repository DeepBeepMeep/Wan2.1 at our last fetch. They are set by the uploader, not verified by us; rows with no tag are omitted. How this page is made.

Publisher (HF namespace)
DeepBeepMeep
Weight formats
ONNX, safetensors, GGUF
Lineage
Downloads (HF counter at last fetch)
473,789
Likes (HF counter at last fetch)
49
Model card
https://huggingface.co/DeepBeepMeep/Wan2.1

Use cases

  • Animating product photography into short video clips
  • Creating motion from static concept art in ComfyUI workflows
  • Rapid video prototyping from image inputs without custom code
  • Social media content creation from still brand imagery
  • Testing WAN 2.1 quality before deploying the full multi-file checkpoint

Pros

  • Single-file diffusion format loads directly in ComfyUI without weight conversion
  • i2v (image-to-video) capability enables animation of existing images
  • 38 likes with ComfyUI community use and validation

Cons

  • No explicit license; inherits original WAN terms which should be verified
  • Single-file format is not suitable for fine-tuning or model modification
  • Video generation requires substantial VRAM; consumer GPUs under 16GB will struggle
  • Community repackage may lag official WAN 2.1 updates

Tags

diffusion-single-fileonnxsafetensorsggufi2vbase_model:Wan-AI/Wan2.1-T2V-1.3Bbase_model:quantized:Wan-AI/Wan2.1-T2V-1.3Bregion:us