WAN 2.2 - Most Powerful Image to Video Model Explained | Best Models + ComfyUI Setup

WAN 2.2 was released only a few weeks ago and I have been testing it extensively. In my experience it is the most powerful video model yet that can run on consumer grade GPUs.

However WAN 2.2 has also created a lot of confusion around different model versions. In this video I clear that up by testing various GGUF models, LoRA’s and diffusion models related to WAN and showing you which configurations work best for your system.

We also dive into how to prompt effectively for WAN, explore camera movements, FPS and take a closer look at how video models like WAN are trained. The video includes a complete ComfyUI installation guide and a hands on tutorial to get you started.

If you were looking for just one video to understand WAN 2.2 in detail this is it. So sit back and have fun exploring WAN 2.2.

Links -
Papers -
Video Diffusion Model - https://arxiv.org/pdf/2204.03458
Wan 2.1 - https://arxiv.org/pdf/2503.20314
Wan 2.2 (HuggingFace) - https://huggingface.co/Wan-AI/Wan2.2-T2V-A14B

WAN Resources -
WAN 2.2 Prompt Structure -https://alidocs.dingtalk.com/i/nodes/EpGBa2Lm8aZxe5myC99MelA2WgN7R35y?iframeQuery=&utm_medium=dingdoc_doc_plugin_url&utm_scene=team_space&utm_source=dingdoc_doc
WAN 2.2 Examples - https://wan-22.toolbomber.com/

Models -
GUFF Models - https://huggingface.co/QuantStack/Wan2.2-I2V-A14B-GGUF/tree/main
WAN 2.1 LightX2V LoRA - https://huggingface.co/Kijai/WanVideo_comfy/tree/main/Lightx2v
WAN 2.2 Lightning LoRA - https://huggingface.co/lightx2v/Wan2.2-Lightning/tree/main/Wan2.2-I2V-A14B-4steps-lora-rank64-Seko-V1

Time Stamps -
00:00:00 Intro
00:00:50 Video Diffusion Model
00:06:32 WAN 2.1
00:15:53 WAN 2.2
00:19:54 Prerequisites (Prompting + Camera + FPS + Upscaling)
00:29:06 WAN Website
00:32:50 Choosing the best WAN Model + LoRA
00:54:05 ComfyUI Workflow Explanation
01:00:52 Tutorial (ComfyUI)
01:15:05 Do's, Don'ts, and Limitations
01:17:53 Outro

#wan2.2 #comfyui #videogeneration #generativeai #artificialintelligence #architecture #design #tutorial #guide #learning

Видео WAN 2.2 - Most Powerful Image to Video Model Explained | Best Models + ComfyUI Setup канала Kedar Undale