Wan 2.2 Plus AI Video Generator

Wan 2.2 Plus AI Video Generator represents the cutting edge of open-source video generation technology from Alibaba DAMO Academy. This advanced large-scale video foundation model implements the innovative Mixture-of-Experts (MoE) architecture in video diffusion, separating denoising processes across timesteps with specialized high-noise and low-noise expert models. The result is unprecedented efficiency in generating cinema-quality videos from text prompts, images, or audio input while maintaining compatibility with consumer GPUs like RTX 4090.

Wan 2.2 Plus builds upon its predecessor with substantial improvements: trained on 65.6% more images and 83.2% more videos, it achieves superior motion synthesis and visual quality. The model features multiple variants including Wan2.2-T2V-A14B for text-to-video,Wan2.2-I2V-A14B for image-to-video, Wan2.2-TI2V-5B for combined text-image input, and Wan2.2-S2V-14B for audio-driven video generation. Each variant is optimized for specific use cases while maintaining the core advantages of the MoE architecture.

The Wan 2.2 Plus video generator democratizes professional video creation through its open-source nature and efficient design. Using the custom Wan2.2-VAE with 16×16×4 compression ratio, it achieves remarkable memory efficiency while maintaining quality. The model supports multiple deployment options including PyTorch FSDP, DeepSpeed Ulysses, and integration with popular frameworks like Diffusers and ComfyUI, making Wan 2.2 Plus AI accessible to creators without expensive cloud subscriptions.