Introducing WaveSpeedAI WAN 2.2 Image-to-Video LoRA on WaveSpeedAI

Introducing Wan 2.2 Image-to-Video LoRA on WaveSpeedAI

The future of AI-powered video creation just took a significant leap forward. We’re thrilled to announce the availability of Wan 2.2 Image-to-Video LoRA on WaveSpeedAI—a groundbreaking 14B-parameter model that transforms static images into cinematic video sequences with unprecedented control and customization.

Whether you’re a content creator, marketer, filmmaker, or AI enthusiast, this model opens up possibilities that were previously reserved for professional studios with extensive resources.

What is Wan 2.2 Image-to-Video LoRA?

Wan 2.2 Image-to-Video LoRA represents the cutting edge of open-source video generation technology. Developed by Alibaba’s WAN AI team, this model is built on a revolutionary Mixture-of-Experts (MoE) architecture—the world’s first of its kind for video diffusion models.

The model employs specialized high-noise and low-noise experts that work across different denoising timesteps. This dual-expert approach allows the model to preserve your source image’s core elements while intelligently adding natural motion, atmospheric effects, and cinematic polish. The result? Videos that look intentional and professional, not randomly generated.

With 27B total parameters but only 14B active during computation, Wan 2.2 delivers dramatically improved quality with only 10-15% slower generation time compared to its predecessor. This efficiency breakthrough makes Hollywood-grade video generation accessible to everyone.

Key Features

Cinematic-Grade Output

Trained on a meticulously curated dataset with fine-grained labels for lighting, composition, contrast, and color theory, Wan 2.2 produces videos with film-like aesthetics. Every frame is designed to look like it belongs in a professional production.

Advanced LoRA Support

This is where Wan 2.2 truly shines. The model supports three distinct LoRA entry points, each allowing up to three adapters:

Global LoRAs: Affect the entire generation process for character consistency and overall style
High-Noise LoRAs: Influence early timesteps to control layout, pose, and motion arcs
Low-Noise LoRAs: Shape fine details like texture, facial features, and micro-lighting

This granular control means you can combine multiple style influences with precision impossible in other platforms.

Motion That Respects Your Image

Unlike models that may distort or ignore your source material, Wan 2.2 maintains core character features and scene composition while adding natural camera movements and animations. Your subject remains recognizable throughout the video.

Strong Semantic Understanding

The model aligns motion with your text prompt, ensuring that described actions actually happen. If you want “the cat slowly deflates on stage,” that’s exactly what you’ll get—not random movement that ignores your creative intent.

Flexible Resolution and Duration

Generate videos at 480p or 720p resolution, with durations of 5 or 8 seconds. This flexibility allows you to balance quality with speed based on your specific needs.

Real-World Use Cases

Marketing and Advertising

Transform product photography into dynamic video ads in minutes. E-commerce brands can create scroll-stopping social content without expensive video shoots. A single hero image becomes a cinematic product reveal.

Content Creation

Social media creators can produce engaging video content at scale. Static artwork, photos, and designs gain new life as animated sequences perfect for Instagram Reels, TikTok, and YouTube Shorts.

Film and Animation Pre-Production

Directors and animators can quickly prototype storyboards into moving sequences. Test camera movements, pacing, and visual concepts before committing to full production.

Music Visualization

Musicians and visual artists can create video content that matches their audio aesthetic. With LoRA customization, you can maintain a consistent visual style across an entire album’s worth of content.

Brand Consistency at Scale

Using custom LoRAs, businesses can ensure every generated video maintains brand guidelines. Train once, generate unlimited on-brand content forever.

Getting Started on WaveSpeedAI

Getting up and running with Wan 2.2 Image-to-Video LoRA on WaveSpeedAI takes just minutes:

Upload your source image via URL or direct upload
Write a descriptive prompt explaining how the video should evolve—include camera movements, actions, lighting changes, and mood
Choose your settings: Select 480p or 720p resolution and 5 or 8 second duration
Add LoRAs (optional): Attach custom style adapters to global, high-noise, or low-noise slots
Generate: Hit run and receive your video

Pricing That Makes Sense

Resolution	5 seconds	8 seconds
480p	$0.20	$0.32
720p	$0.35	$0.56

With WaveSpeedAI, you get these competitive rates combined with no cold starts and fast inference—meaning your videos generate quickly and reliably, every time.

Pro Tips for Best Results

Use clear, specific prompts that describe the evolution of your scene
Include a negative prompt to filter artifacts like “blurry,” “distorted face,” or “text on screen”
Set seed to -1 to explore variations, then lock in a specific seed to iterate on promising results
Use the optional last_image parameter if you need the video to end on a specific frame

Why WaveSpeedAI?

Running advanced AI models shouldn’t require GPU clusters or technical infrastructure. WaveSpeedAI provides:

Instant availability: No cold starts or queue waiting
Reliable performance: Consistent, fast inference every time
Simple REST API: Integrate into your workflows with minimal code
Transparent pricing: Pay only for what you generate

For those wanting to go deeper, we’ve published comprehensive guides on training your own LoRA models and using LoRAs effectively on WaveSpeedAI.

Start Creating Today

The gap between imagination and execution has never been smaller. With Wan 2.2 Image-to-Video LoRA on WaveSpeedAI, you have access to one of the most advanced open-source video generation models available—backed by infrastructure that just works.

Whether you’re animating your first image or scaling to thousands of video generations, the tools are ready.

Try Wan 2.2 Image-to-Video LoRA now →