Finally, a Solution for Consistent Character Posing!

Simply input any character you want and the poses you want them to perform, and that's it.

The examples I gave aren't cherry picked. I've tested it like 30 times and they all give me exactly what I asked for.

While waiting for WAN 2.1 to release an image-to-image model with ControlNet support, my workflow is currently the best alternative for achieving consistent character poses.

Better and much faster than Flux Kontext.

On a A4000 gpu with 16GB VRAM, it takes around 40 to 50 seconds to generate 3 images.

Link for the fastest wan2.1 model that I'm using in my workflow: : I'm using a very optimized Wan2.1 vace model, if you look at the generation setting, I'm using only 4 steps and 1 cfg. If you want to use your own Wan2.1 vace model, increase those setting with whatever works best for your model. But I highly recommend downloading the one I linked because it's super fast!

Wan 2.1 vae : if you're getting triton/torch/cuda erros, bypass the torchcompileModelwanVideoV2 Node, then "update all" in comfy manager, then restart.

The clip model I'm using : I used: (and ofc use your own poses)

Now you can use just one reference image to create a LoRA for your character,
or why even bother with a LoRA when you have this workflow?