Wan 2.2 GGUF Lightx2v

I can't remember where I found this workflow originally, but I have modified it to use multiple LoRAs and to make a couple of user interface tweaks. If you recognize this let me know so I can give credit to the original version.

Local I2V generation with Wan 2.2 GGUF models, using lightx2v LoRAs to significantly reduce the number of steps required. I recommend doing some research to find the quantized GGUF model that works best with your GPU and VRAM.

The default settings are for 6 steps, which is alright for a 5-second clip, but the image quality starts to degrade noticeably if you intend to use the last frame to generate additional clips. 8+ steps is better for multiple clips.