Introducing WaveSpeedAI WAN 2.1 V2V 480p LoRA on WaveSpeedAI

Introducing WAN 2.1 V2V 480p LoRA: Transform Your Videos with AI-Powered Style Transfer

The landscape of AI video generation has evolved dramatically, and video-to-video transformation has emerged as one of the most powerful creative tools available to content creators, marketers, and filmmakers. Today, we’re excited to announce the availability of WAN 2.1 V2V 480p LoRA on WaveSpeedAI—a sophisticated video-to-video model that lets you completely restyle your footage while preserving the original motion, timing, and composition.

Built on Alibaba’s groundbreaking WAN 2.1 foundation, this model represents a significant leap forward in accessible video transformation technology.

What is WAN 2.1 V2V 480p LoRA?

WAN 2.1 V2V 480p LoRA is a video-to-video AI model that transforms your source footage based on text prompts while maintaining the original motion dynamics and timing. Unlike text-to-video or image-to-video generation, video-to-video transformation gives you precise control over the final result—your input video acts as the motion template, and the AI applies your desired aesthetic changes on top.

What sets this model apart is its support for up to three custom LoRAs (Low-Rank Adaptation modules) per generation. LoRAs are lightweight fine-tuned model adjustments that enforce specific styles, character appearances, or branded aesthetics without requiring full model retraining. This means you can achieve consistent, reproducible results across multiple clips—essential for professional content production.

The WAN 2.1 architecture was trained on an enormous dataset of 1.5 billion videos and 10 billion images, giving it exceptional understanding of motion dynamics, lighting, and visual styles.

Key Features

• Motion-Preserving Transformation: Your original camera movements, subject motion, and timing remain intact while the visual style changes completely
• Custom LoRA Support: Load up to 3 LoRAs simultaneously to enforce character consistency, brand guidelines, or specific artistic styles
• Adjustable Strength Control: Fine-tune how much the output deviates from your source video—lower values preserve more original details, higher values allow more dramatic transformations
• Prompt-Guided Editing: Describe exactly what you want to change using natural language
• Flow Shift Parameter: Advanced control over motion behavior for refined temporal consistency
• 480p Output: Optimized resolution for social media, web content, and rapid iteration

Real-World Use Cases

Content Creators and Social Media

Transform standard video footage into eye-catching content that stops the scroll. Turn your talking-head videos into stylized animations, apply cinematic color grades, or create consistent branded aesthetics across your entire video library. The ability to maintain your original performance while completely changing the visual treatment opens up creative possibilities that would otherwise require extensive post-production work.

Marketing and Advertising

Create multiple variations of campaign footage to test different visual approaches without reshooting. Apply your brand’s signature look consistently across user-generated content, or transform product videos into stylized pieces that capture audience attention. With LoRA support, you can create a “house style” that applies uniformly to all your video content.

Film and Animation Pre-visualization

Explore different aesthetic directions for your projects before committing to expensive production work. Test how footage would look as anime, with cinematic film grain, or in a completely different color palette. This rapid iteration capability can save significant time and resources during the creative development phase.

Style Transfer and Creative Remixing

Apply the aesthetic of one visual style to completely different footage. Transform daytime scenes to golden hour, apply noir lighting to modern footage, or convert live-action to illustrated looks while preserving the natural motion of your subjects. The combination of prompt guidance and LoRA support gives you unprecedented control over the transformation.

Brand-Safe Content Refresh

Update older video content with fresh visuals without re-animating or reshooting. Keep the composition and motion that works while refreshing textures, colors, and details to match current brand guidelines or aesthetic trends.

Getting Started with WaveSpeedAI

Using WAN 2.1 V2V 480p LoRA on WaveSpeedAI is straightforward. Here’s a simple example using our Python SDK:

import wavespeed

output = wavespeed.run(
    "wavespeed-ai/wan-2.1/v2v-480p-lora",
    {
        "video": "https://example.com/your-source-video.mp4",
        "prompt": "Keep the original motion and composition. Make the video cinematic with warm sunlight, natural skin texture, gentle film grain, and soft depth of field.",
    },
)

print(output["outputs"][0])

For more advanced control, you can add LoRAs and adjust transformation parameters:

import wavespeed

output = wavespeed.run(
    "wavespeed-ai/wan-2.1/v2v-480p-lora",
    {
        "video": "https://example.com/your-source-video.mp4",
        "prompt": "Preserve timing and camera movement. Restyle the scene into a clean anime look with crisp edges and consistent shading.",
        "strength": 0.7,
        "loras": [
            {"path": "your-style-lora", "scale": 0.8}
        ],
    },
)

print(output["outputs"][0])

Prompting Tips for Best Results

For stable, high-quality transformations, structure your prompts to clearly separate what to preserve from what to change:

1. Start with preservation: “Keep the same camera motion and timing from the input video.”
2. Specify changes: “Change the lighting to sunset golden hour, add subtle lens flare.”
3. Add quality guidance: “Maintain realistic shadows, avoid flicker and warping.”

This structured approach helps the model understand your intent and produces more consistent results.

Pricing

WAN 2.1 V2V 480p LoRA offers straightforward, affordable pricing:

Duration	Price per Video
5 seconds	$0.20
10 seconds	$0.30

With WaveSpeedAI, you get fast inference with no cold starts—your generations start immediately without waiting for model loading. This makes rapid iteration practical and keeps your creative workflow moving.

Transform Your Video Content Today

Video-to-video AI has matured from an experimental technology into a production-ready tool that’s transforming how creators, marketers, and studios approach visual content. WAN 2.1 V2V 480p LoRA brings this capability to WaveSpeedAI with the added power of custom LoRA support, giving you unprecedented control over your video transformations.

Whether you’re looking to establish a consistent visual brand across your content, explore creative directions for upcoming projects, or simply add production value to your videos without expensive post-production, this model provides the tools you need.

Try WAN 2.1 V2V 480p LoRA on WaveSpeedAI and start transforming your video content with AI-powered style transfer today.