VLM_WebSight_finetuned
| Property | Value |
|---|---|
| Parameter Count | 8.21B |
| License | Apache-2.0 |
| Paper | Technical Report |
| Parent Models | SigLIP, Mistral-7B-v0.1 |
| Tensor Type | BF16 |
What is VLM_WebSight_finetuned?
VLM_WebSight_finetuned is a specialized vision-language model designed to bridge the gap between visual web design and code implementation. Developed by HuggingFace, this model represents a significant advancement in automated code generation by converting website component screenshots directly into HTML/CSS code. Built upon the foundation of SigLIP and Mistral-7B-v0.1, it has been fine-tuned using the WebSight dataset.
Implementation Details
The model leverages a sophisticated architecture combining vision and language processing capabilities. It processes images through a custom transform pipeline that includes RGB conversion, bilinear interpolation, and normalization. The model utilizes a BF16 tensor type for efficient computation and includes special token handling for image sequences.
- Custom image processing pipeline with 960x960 resolution
- Integration with HuggingFace's Transformers library
- Specialized token handling for seamless image-to-code conversion
- Support for transparent image handling with alpha composition
Core Capabilities
- Screenshot-to-HTML/CSS conversion
- Automatic web component code generation
- Support for complex visual elements
- Integration with modern development workflows
Frequently Asked Questions
Q: What makes this model unique?
This model is unique in its ability to directly convert visual website components into functional code, bridging the gap between design and development. It's built on state-of-the-art vision and language models, making it particularly effective for web development automation.
Q: What are the recommended use cases?
The model is ideal for rapid prototyping, converting design mockups to code, and automating the frontend development process. It's particularly useful for developers and designers looking to quickly transform visual concepts into working HTML/CSS implementations.
