VIDEO MODEL by Alibaba Wan family

Wan 2.2

Alibaba's Mixture of Experts video model — the Video Animation Control Engine (VACE) with camera trajectory controls, subject locking, and background stabilization, plus a few-shot LoRA pipeline for custom style adaptation using just 10–20 images. 720p at 30 FPS.

Resolution

720p

Frame rate

30 FPS

Architecture

MoE (\~10B params)

Camera control

VACE engine

## Advanced camera control and style adaptation Wan 2.2 is built on a Mixture of Experts (MoE) diffusion architecture — approximately 10 billion parameters arranged as specialized experts for high-noise and low-noise diffusion stages, producing more efficient and higher-quality output than the 14B monolithic architecture of Wan 2.1. The Video Animation Control Engine (VACE) is the central differentiating feature: explicit camera trajectory inputs, subject locking (keeping a defined subject stationary relative to camera movement), and background stabilization for controlled scene composition. Combined with a few-shot LoRA pipeline that adapts the model to a custom visual style using only 10–20 reference images, Wan 2.2 is the most configurable model in the Wan family. Licensed under Apache 2.0, the underlying model is open for commercial use. ## Capabilities Explicit camera trajectory inputs — pans, zooms, focus pulls, and custom paths — for precise cinematographic control over the generated video. Keep a defined subject visually stable relative to camera movement — useful for product showcase, character focus, and controlled scene composition. Stabilize the background while the subject moves, or vice versa — independent control over foreground and background motion. Adapt the model to a custom visual style using just 10–20 reference images via a few-shot LoRA pipeline — style consistency across generations. \~10B parameter Mixture of Experts model — more efficient than 14B monolithic architectures, with specialized processing for different noise levels. 720p output at 30 frames per second. ## Specifications | Feature | Details | | -------------------- | --------------------------------------------- | | **Developer** | Alibaba (Wan Video) | | **Architecture** | Mixture of Experts (MoE), \~10B parameters | | **Resolution** | 720p | | **Frame rate** | 30 FPS | | **Duration** | Up to 5 seconds (T2V); multiple for I2V | | **Camera control** | VACE — pans, zooms, focus pulls, custom paths | | **Style adaptation** | Few-shot LoRA (10–20 images) | | **Audio** | No native audio | | **License** | Apache 2.0 | ## How to use Log into ImagineArt and go to the **AI Video Generator**. Choose **Wan 2.2** from the model dropdown. Use VACE parameters to set your camera trajectory — specify pans, zoom direction, focus pull behavior, and any subject locking requirements. Describe the scene with detail on subjects, setting, style, and motion. Wan 2.2's semantic understanding handles complex compositional instructions. Click **Generate** for 720p output at 30 FPS. ## Prompting tips * **Be explicit with camera trajectory** — "Camera slowly pans right while maintaining focus on the stationary subject" is processed as a VACE instruction, not just a suggestion. * **Describe background vs. foreground separately** — "Background blurs softly while the subject remains sharp and stationary in frame center" activates subject locking and background stabilization. * **Use style references for LoRA** — For brand content requiring a specific visual style, the few-shot LoRA pipeline can adapt the model to your reference aesthetic. ### Example prompts > A product bottle sits on a frosted glass surface. The camera orbits slowly around it 180 degrees, keeping the bottle perfectly centered. Studio lighting, clean white background. 5 seconds, 720p. > A wide shot of a mountain valley. The camera slowly pushes forward through a field of wildflowers, foreground flowers in focus, mountains slightly blurred in background. Golden hour light. 5 seconds. ## Compare models | Model | Camera control | Style adapt | Audio | Architecture | Best for | | ----------------------------------------------- | -------------- | ----------------- | ----- | ------------ | --------------------------- | | **Wan 2.2** | VACE explicit | LoRA (10–20 imgs) | No | MoE 10B | Camera-precise, brand style | | [Wan 2.5](/ai-models/video/wan-2-5) | Prompt-based | No | Yes | — | Audio-visual sync | | [Wan 2.6](/ai-models/video/wan-2-6) | Prompt-based | No | Yes | — | Character reference, audio | | [Kling 2.5 Pro](/ai-models/video/kling-2-5-pro) | Prompt-based | No | No | — | Fast, affordable 1080p | Wan 2.2 is the best choice when precise camera control and brand-style consistency matter. The VACE system gives you a level of programmatic camera control not available in prompt-only models.