Datasets:

tcz
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rb-large-reduced

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Notre mission est de vous guider à travers un voyage de transformation, vous aidant à découvrir et à exploiter vos talents uniques pour atteindre des sommets de réussite inimaginables.</p><p>Nous offrons des programmes de formation approfondis, des sessions de coaching personnalisées et des ressources exclusives pour vous aider à développer une motivation inébranlable, à renforcer votre confiance et à exploiter les opportunités florissantes de l’entrepreneuriat en ligne.</p></div></div></div></div></div></div></div></div></body> <style> :root{} @keyframes spin { from { transform: rotate(0deg); } to { transform: rotate(360deg); } } @keyframes blink { from { opacity: 0; } 50% { opacity: 1; } to { opacity: 0; } } @font-face{font-family:"tutor";src:url("https://fabimedia.com/wp-content/plugins/tutor/assets/fonts/tutor.woff") 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elementor-animation-wobble-skew{16.65%{transform:skew(-12deg)}33.3%{transform:skew(10deg)}49.95%{transform:skew(-6deg)}66.6%{transform:skew(4deg)}83.25%{transform:skew(-2deg)}100%{transform:skew(0)}}@keyframes elementor-animation-buzz{50%{transform:translateX(3px) rotate(2deg)}100%{transform:translateX(-3px) rotate(-2deg)}}@keyframes elementor-animation-buzz-out{10%{transform:translateX(3px) rotate(2deg)}20%{transform:translateX(-3px) rotate(-2deg)}30%{transform:translateX(3px) rotate(2deg)}40%{transform:translateX(-3px) rotate(-2deg)}50%{transform:translateX(2px) rotate(1deg)}60%{transform:translateX(-2px) rotate(-1deg)}70%{transform:translateX(2px) rotate(1deg)}80%{transform:translateX(-2px) rotate(-1deg)}90%{transform:translateX(1px) rotate(0)}100%{transform:translateX(-1px) rotate(0)}} </style>	https://fabimedia.com/	0.997842	0.999811	0.997904	false	true	1,440	909	834	1,210	393	852	24,042	24,368	23,928	52,043
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Reverse Browser Reduced Length Dataset

This dataset contains paired HTML/CSS markup and vector-based SVG representations of over 390,000 real-world web pages, rendered at three common screen sizes (mobile, tablet, desktop). It was collected from the public internet using a custom browser rendering pipeline. The dataset is designed for training and evaluating models that translate visual web designs to semantic, responsive markup.

What's special about this dataset when compared to https://huggingface.co/datasets/tcz/rb-large is that the page lengths has been reduced to better fit max_seq_length restictions and memory when training. In practice this means processively removing elements and text from the page until its outerHTML length is under 8,000 bytes.

Each entry in the dataset includes:

HTML: A cleaned and compressed version of the page’s markup, stripped of <script>, <iframe>, <video>, and other non-visual elements, only retaining <body> outerHTML. CSS has been inlined. Images are not saved.
- html: The preprocessed HTML/CSS source
SVGs: Three SVG representations of the page for the following viewport sizes:
- svg_mobile (393×852)
- svg_tablet (834×1210)
- svg_desktop (1440×900)
Metadata:
- url: Original webpage URL
- msps_mobile, msps_tablet, msps_desktop: Multi-Scale Pixel Similarity (MSPS) score for each resolution
- page_sizes_*: Full-length page dimensions used during rendering
- svg_lengths_*: File sizes of SVGs (in bytes)
- page_data_size: Total size of HTML + CSSs (in bytes)
- is_augmented: Whether the entry used data augmentation (e.g. removing or permitting elements, changing properties)
- has_media_queries: Whether the original markup contained responsive CSS

Filtering Criteria

Pages with blank screenshots (i.e., solid-color pages) were excluded.
Entries where the mobile SVG’s MSPS score was lower than 0.99 were filtered out, ensuring near pixel-perfect visual fidelity between the SVG and the original screenshot.

MSPS Metric

MSPS (Multi-Scale Pixel Similarity) is a custom perceptual similarity score that compares full-page screenshots and rendered SVGs. It progressively downsamples the images and computes MSE at each scale. The final MSPS score is 1 - avg(MSE), giving higher values to more similar images. It’s stricter than common perceptual metrics (e.g., LPIPS or SSIM) and suited for filtering high-fidelity SVG-markup pairs.

Use Cases

This dataset supports research in:

Image-to-Markup generation
Responsive layout synthesis
Visual reasoning from vector input
Automation in web development and UI design

This dataset was produced with https://github.com/tcz/rb-crawler

https://arxiv.org/abs/2509.05394

Downloads last month: 82

Size of downloaded dataset files:

9.61 GB

Size of the auto-converted Parquet files:

9.61 GB

Number of rows:

392,112

Reverse Browser Reduced Length Dataset

Contents

Filtering Criteria

MSPS Metric

Use Cases