Datasets:

Languages:
English
ArXiv:
Tags:
code
License:
omniact / README.md
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metadata
license: apache-2.0
task_categories:
  - text-generation
language:
  - en
tags:
  - code
pretty_name: OmniACT

Dataset for OmniACT: A Dataset and Benchmark for Enabling Multimodal Generalist Autonomous Agents for Desktop and Web

Splits:

split_name count
train 6788
test 2020
val 991

Example datapoint:

  "2849": {
      "task": "data/tasks/desktop/ibooks/task_1.30.txt",
      "image": "data/data/desktop/ibooks/screen_1.png",
      "ocr": "ocr/desktop/ibooks/screen_1.json",
      "color": "detact_color/desktop/ibooks/screen_1.json",
      "icon": "detact_icon/desktop/ibooks/screen_1.json",
      "box": "data/metadata/desktop/boxes/ibooks/screen_1.json"
  },

where:

  • task - contains natural language description ("Task") along with the corresponding PyAutoGUI code ("Output Script"):
Task: Navigate to see the upcoming titles
Output Script:
pyautogui.moveTo(1881.5,1116.0)
  • image - screen image where the action is performed

example screen image

  • ocr - OCR of screen image (all text elements extracted from the screen image)
{
    ocr:
{
    "Book": [
        1838.0,
        52.5
    ],
    "Store": [
        253.0,
        394.5
    ],
    "Browse": [
        2845.5,
        1323.0
    ],
    "Sections": [
        3227.0,
        52.5
    ],
    "v": [
        3298.5,
        53.0
    ],
    "Q": [
        47.5,
        138.5
    ],
    "Apple": [
        73.5,
        230.5
    ],
    "Books": [
        165.5,
        987.5
    ],
    "Top": [
        516.5,
        227.0
    ],
    "Charts": [
        622.0,
        224.5
    ],
...
}
  • color and icon - list of UI elements along with their positions
{
  "ctrl": [[2319.5, 2037.5], [2278.5, 1886.5], [2125.5, 1887.0], ...]
  "filter4": [[2319.5, 2037.5], [2278.5, 1886.5], ...]
  "calendar-empty": [[2319.5, 2037.5], [2278.5, 1886.5], [2125.5, 1887.0], ...]
  "volume-mute3": [[2319.5, 2037.5], [2278.5, 1886.5], [2125.5, 1887.0], ...]
  "command": [[2319.5, 2037.5], [2278.5, 1886.5], [2125.5, 1887.0], ...]
  "film3": [[2319.5, 2037.5], [2278.5, 1886.5], [2125.5, 1887.0],  
  "insert-template": [[2125.5, 1887.0], [2258.5, 1887.0], ...]
  "grid7": [[2296.5, 1894.5], [2125.5, 1884.5], [2099.5, 1868.5], [622.5, 1953.5]], 
  "map5": [[622.5, 1953.5]]
}
  • box - bounding boxes of key UI elements
{
    {
    "example_0": {
        "top_left": [
            482,
            1232
        ],
        "bottom_right": [
            1001,
            1516
        ],
        "label": "browse_mystery"
    },
    "example_1": {
        "top_left": [
            1053,
            1235
        ],
        "bottom_right": [
            1572,
            1519
        ],
        "label": "browse_kids"
    },
    "example_2": {
        "top_left": [
            1622,
            1237
        ],
        "bottom_right": [
            2141,
            1521
        ],
        "label": "browse_non_fiction"
    },
    "example_3": {
        "top_left": [
            2191,
            1238
        ],
        "bottom_right": [
            2710,
            1522
        ],
        "label": "browse_romance"
    },
...
}