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UI-Elements-Detection-Dataset

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Object Detection
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Co-authored-by: Yash Jain <[email protected]>

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  1. .gitattributes +59 -0
  2. README.md +86 -0
  3. dataset.yaml +22 -0
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+ ---
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+ license: apache-2.0
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+ language:
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+ - en
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+ pretty_name: Web UI Elements Dataset
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+ task_categories:
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+ - object-detection
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+ size_categories:
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+ - 1K<n<10K
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+ ---
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+ # Web UI Elements Dataset
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+
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+ ## Overview
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+ A comprehensive dataset of web user interface elements collected from the world's most visited websites. This dataset is specifically curated for training AI models to detect and classify UI components, enabling automated UI testing, accessibility analysis, and interface design studies.
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+
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+ ## Key Features
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+ - 300+ popular websites sampled
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+ - 15 essential UI element classes
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+ - High-resolution screenshots (1920x1080)
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+ - Rich accessibility metadata
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+ - YOLO-format annotations
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+ - Balanced class distribution
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+
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+ ## Element Classes
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+ 1. **Interactive Elements**
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+ - Buttons
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+ - Links
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+ - Input fields
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+ - Checkboxes
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+ - Radio buttons
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+ - Dropdowns
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+ - Sliders
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+ - Toggle switches
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+
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+ 2. **Structural Elements**
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+ - Labels
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+ - Text blocks
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+ - Icons
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+ - Menu items
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+
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+ 3. **Form Elements**
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+ - Text areas
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+ - Select menus
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+ - Clickable regions
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+
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+ ## Sample Visualizations
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+
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+ Here are some examples from our dataset:
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+
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+
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+
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+ ![Annotated image](./yolo_dataset/annotated_images/e_commerce_www.target.com_1729629595_annotated.png)
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+
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+
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+ ![Annotated image](./yolo_dataset/annotated_images/mostvisited_gmail.com_1729630769_annotated.png)
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+
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+
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+
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+ ![Annotated image](./yolo_dataset/annotated_images/office_learning_www.linkedin.com_1729629852_annotated.png)
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+
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+
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+
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+ ## Dataset Statistics
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+
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+ ### Distribution by Website Category
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+ - Most Visited Sites: 45%
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+ - Web Applications: 15%
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+ - E-commerce: 10%
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+ - Social Media: 10%
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+ - News & Media: 10%
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+ - Developer Tools: 5%
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+ - Creative Platforms: 5%
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+
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+ ### Element Distribution
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+ - Links: ~35%
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+ - Buttons: ~20%
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+ - Input Fields: ~15%
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+ - Icons: ~10%
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+ - Text Blocks: ~8%
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+ - Other Elements: ~12%
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+
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+
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+ ## License
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+ ---
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+ license: apache-2.0
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+ ---
dataset.yaml ADDED
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+ path: /yolo_dataset
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+ train: train/images
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+ val: val/images
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+ test: test/images
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+ names:
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+ 0: link
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+ 1: button
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+ 2: input
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+ 3: select
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+ 4: textarea
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+ 5: label
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+ 6: checkbox
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+ 8: dropdown
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+ 9: slider
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+ 10: toggle
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+ 11: menu_item
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+ 12: clickable
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+ 13: icon
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+ 14: image
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+ 15: text
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+ nc: 16
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  • Size of remote file: 44.3 kB
test/images/mostvisited_guardian.co.uk_1729630782.png ADDED

Git LFS Details

  • SHA256: a3055c2f4b50054103134f2ed25dc5424970119460c9deb049b51de219f4182b
  • Pointer size: 131 Bytes
  • Size of remote file: 237 kB
test/images/mostvisited_ikea.com_1729631207.png ADDED

Git LFS Details

  • SHA256: e21f955dde0a048cbb0caf960708721f52f0c4b1893bcdcff363f1dd523ec10f
  • Pointer size: 132 Bytes
  • Size of remote file: 1 MB
test/images/mostvisited_independent.co.uk_1729630373.png ADDED

Git LFS Details

  • SHA256: 27d86e5c7bcaa9190a30238b9d0fcb414ef141a84477f11189ce53d4f84e9c5f
  • Pointer size: 131 Bytes
  • Size of remote file: 518 kB
test/images/mostvisited_instructables.com_1729631123.png ADDED

Git LFS Details

  • SHA256: 4683fa0fa3fa2809f2eb1b381cf696cccadea54259148d05e2287030ba857e47
  • Pointer size: 131 Bytes
  • Size of remote file: 829 kB
test/images/mostvisited_ja.wikipedia.org_1729630843.png ADDED

Git LFS Details

  • SHA256: 5ac7fd6bbdee97813d9910b2430a980fc00f46094c64875e72dc92ef7f7ed5c9
  • Pointer size: 131 Bytes
  • Size of remote file: 527 kB
test/images/mostvisited_jstor.org_1729631565.png ADDED

Git LFS Details

  • SHA256: c34e13411dd93aa5f20efb369323c38c36b75f050b35fcfb2ed5cc2c7aaa5cd3
  • Pointer size: 131 Bytes
  • Size of remote file: 997 kB
test/images/mostvisited_latimes.com_1729631171.png ADDED

Git LFS Details

  • SHA256: bf06ce76d64d330148774c821c693617e126445b3e6fba1dc8a830a48bfb4d06
  • Pointer size: 131 Bytes
  • Size of remote file: 397 kB