BYTEDANCE-VIDEO
Video Stylize transforms a static image into a moving video by applying a chosen artistic or thematic style while preserving the original visual features.
Avg Run Time: 60.000s
Model Slug: bytedance-video-stylize
Playground
Input
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Output
Example Result
Preview and download your result.
API & SDK
Create a Prediction
Send a POST request to create a new prediction. This will return a prediction ID that you'll use to check the result. The request should include your model inputs and API key.
Get Prediction Result
Poll the prediction endpoint with the prediction ID until the result is ready. The API uses long-polling, so you'll need to repeatedly check until you receive a success status.
Readme
Overview
bytedance-video-stylize — Image-to-Video AI Model
bytedance-video-stylize is an image-to-video AI model developed by ByteDance that transforms static images into dynamic videos while applying artistic or thematic styles. Unlike standard image-to-video generators that simply add motion, bytedance-video-stylize preserves the original visual features of your input image while infusing it with a chosen aesthetic—whether cinematic, painterly, or stylized. This makes it ideal for creators and developers building applications that need style-aware video generation at scale.
The model addresses a specific creative challenge: generating video content that maintains visual consistency with your source material while applying a cohesive artistic direction. Whether you're producing social media content, marketing videos, or building an AI video generator API, bytedance-video-stylize delivers output optimized for multiple platforms without requiring manual post-processing.
Technical Specifications
What Sets bytedance-video-stylize Apart
Style-Preserving Video Generation: bytedance-video-stylize uniquely combines image-to-video conversion with style transfer, maintaining the identity and composition of your source image while applying artistic transformations. This capability eliminates the need for separate style transfer and video generation steps, streamlining workflows for content creators and developers.
Multi-Platform Output Optimization: The model supports multiple resolutions (480p, 720p, 1080p) and aspect ratios tailored for major social platforms including YouTube, Instagram, TikTok, and Pinterest. This native format flexibility means your generated videos are immediately ready for distribution without aspect ratio conversion or quality loss.
Integrated CapCut Ecosystem: bytedance-video-stylize is accessible through CapCut's Dreamina platform, which provides built-in post-generation editing, audio synchronization, watermark addition, and cloud-based team collaboration. This integration transforms the model from a standalone API into a complete video creation suite.
Technical Specifications:
- Resolution: 480p, 720p, 1080p output
- Video Duration: 5–10 seconds per generation
- Input Format: Static image (PNG/JPEG) + text style prompt
- Aspect Ratios: Multiple formats for social media platforms
- Processing: Optimized for rapid iteration and batch processing
Key Considerations
- Start with high-quality visual references for best results; detailed prompts improve stylistic fidelity and motion realism
- For style transfer, clearly describe both the desired motion and mood in the prompt
- The model excels at maintaining subject identity, but overly complex scenes may reduce consistency
- Higher resolution outputs require more computational resources and longer generation times
- For longer videos (beyond 97 frames), performance may degrade unless using updated checkpoints
- Prompt engineering is crucial: specify camera angles, lighting, atmosphere, and movement for cinematic effects
- Balancing quality and speed: Lite version is faster but lower resolution; Pro version offers higher quality at the cost of speed
Tips & Tricks
How to Use bytedance-video-stylize on Eachlabs
Access bytedance-video-stylize through Eachlabs via the interactive Playground or API integration. Provide your input image and a text prompt describing the desired style or artistic direction. Configure your output resolution (480p, 720p, or 1080p) and aspect ratio for your target platform. The model generates a styled video within seconds, ready for download or direct integration into your application. Eachlabs also provides SDK support for seamless integration into production workflows.
Capabilities
- Transforms static images into moving videos with chosen artistic or thematic styles
- Preserves subject identity and visual features across frames
- Supports high-resolution video generation (up to 1080p)
- Offers strong multi-shot consistency and cinematic camera control
- Enables fine-grained control over style, motion, and narrative elements
- Adapts to diverse creative and professional use cases, including advertising, editorial, and entertainment
- Advanced style transfer and dynamic content blending for complex creative expressions
What Can I Use It For?
Use Cases for bytedance-video-stylize
Social Media Content Creators: Creators can upload a product photo or portrait and apply style prompts like "cinematic film noir" or "watercolor painting" to generate platform-ready videos in seconds. The multi-platform aspect ratio support means a single generation works across YouTube Shorts, TikTok, and Instagram Reels without reformatting.
E-Commerce and Product Marketing: Marketing teams building an AI video generator for product showcases can feed product images with prompts such as "product rotating on a marble surface with studio lighting and luxury aesthetic" to create professional demo videos. The style-preserving capability ensures product identity remains intact while the video adds motion and visual interest.
Developers Building Video APIs: Developers integrating image-to-video AI into applications can leverage bytedance-video-stylize through its API to offer style-aware video generation to end users. The model's consistent output quality across resolutions and aspect ratios makes it reliable for production environments serving diverse user bases.
Content Agencies and Studios: Production teams can use bytedance-video-stylize to rapidly prototype video concepts before committing to full production. The integration with CapCut's editing tools allows immediate refinement—adding voiceovers, adjusting timing, or applying additional effects—without exporting to external software.
Things to Be Aware Of
- Experimental features such as multi-style blending may yield unpredictable results in complex scenes
- Users report strong subject consistency, but occasional artifacts may appear in fast or intricate motion sequences
- Performance benchmarks indicate higher quality at 720p and 1080p, with increased resource requirements
- Generation speed varies: Lite version is faster, Pro version is slower but higher quality
- Consistency across shots is a noted strength, especially for cinematic and editorial applications
- Positive feedback centers on stylistic fidelity, subject preservation, and creative flexibility
- Some users note limitations in lip sync and audio generation (not supported)
- Negative feedback includes occasional frame artifacts and reduced consistency in very long or highly detailed videos
Limitations
- Limited support for videos longer than 97 frames; quality may degrade without updated checkpoints
- No native audio generation or lip sync capabilities
- May struggle with highly complex scenes or rapid motion, leading to occasional artifacts or reduced consistency
Pricing
Pricing Detail
This model runs at a cost of $0.23 per execution.
Pricing Type: Fixed
The cost remains the same regardless of which model you use or how long it runs. There are no variables affecting the price. It is a set, fixed amount per run, as the name suggests. This makes budgeting simple and predictable because you pay the same fee every time you execute the model.
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