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Development Workshop: WAN2.1 IMG to VIDEO

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Development Workshop: WAN2.1 IMG to VIDEO

Development Workshop:
ComfyUI - WAN2.1 IMG to VIDEO

This article accompanies this workflow: link

Workflow description :

The aim of this workflow is to generate video from an existing image in a simple window.

Purpose of this article :

The goal is to work together on developing new versions of the workflow and to test it in advance to improve it or avoid bugs.

Work in progress :

Interface adjustment :

  • The frames slider is replaced by a duration slider in seconds,

  • removed the interpolation ratio slider,

  • All models files are now in the main window.

Backend :

  • reduction of the number of custom nodes from 12 to 8,

  • improvement of the automatic prompt function with the replacement of 8 words like "image" or "drawing" by video to avoid making static videos,

  • added clip loader in GGUF version.

New "Post-production" menu :

Easily activate the different options after generating your video.

Rollback on upscaler :

Following numerous problems, I reinstated the native upscaler of comfyui.

New model optimisation :

Temporal attention for improve spatiotemporal predictive.

RifleXRoPE reduce bugs on videos longer than 5s. This allows you to increase the maximum video length from 5s to 8s.

Known issue :

Change history :

  • Version 2.3 b1 : base version,

  • Version 2.3 b2 : LoRA correction, Sageattention node is back, new "Post-production" menu,

  • Version 2.3 b3 : fixed bug when disabling auto-prompt,

  • Version 2.3 b4 : fixed bug in image resize.

If you have any issues or suggestions for improvement for this workflow, please use the comments section of this article.

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