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: https://huggingface.co/QuantStack/Wan2.1_T2V_14B_LightX2V_StepCfgDistill_VACE-GGUF/tree/main

Disclaimer : 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 : https://huggingface.co/Comfy-Org/Wan_2.1_ComfyUI_repackaged/tree/main/split_files/vae

The clip model I'm using : https://huggingface.co/Kijai/WanVideo_comfy/blob/main/umt5-xxl-enc-fp8_e4m3fn.safetensors

Poses I used: https://civitai.com/models/22214/openposes-collection (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?