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[ { "role": "user", "content": [ { "type": "image", "text": null }, { "type": "text", "text": "250" } ] }, { "role": "assistant", "content": [ { "type": "text", "text": "{\"action\": \"left_click\", \"coordinate\": [912, 584]}" } ] } ]
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1,920
1,080
[ { "role": "user", "content": [ { "type": "image", "text": null }, { "type": "text", "text": "buylab.gq" } ] }, { "role": "assistant", "content": [ { "type": "text", "text": "{\"action\": \"left_click\", \"coordinate\": [361, 741]}" } ] } ]
[ "data/gui-grounding/seeclick-hf/images/000514.png" ]
1,920
1,080
[ { "role": "user", "content": [ { "type": "image", "text": null }, { "type": "text", "text": "Accueil" } ] }, { "role": "assistant", "content": [ { "type": "text", "text": "{\"action\": \"left_click\", \"coordinate\": [438, 417]}" } ] } ]
[ "data/gui-grounding/seeclick-hf/images/000525.png" ]
1,920
1,080
[ { "role": "user", "content": [ { "type": "image", "text": null }, { "type": "text", "text": "VEU PROGRAM" } ] }, { "role": "assistant", "content": [ { "type": "text", "text": "{\"action\": \"left_click\", \"coordinate\": [106, 408]}" } ] } ]
[ "data/gui-grounding/seeclick-hf/images/000493.png" ]
1,920
1,080
[ { "role": "user", "content": [ { "type": "image", "text": null }, { "type": "text", "text": "Datenschutz" } ] }, { "role": "assistant", "content": [ { "type": "text", "text": "{\"action\": \"left_click\", \"coordinate\": [326, 715]}" } ] } ]
[ "data/gui-grounding/seeclick-hf/images/000589.png" ]
1,920
1,080
[ { "role": "user", "content": [ { "type": "image", "text": null }, { "type": "text", "text": "CONTACT" } ] }, { "role": "assistant", "content": [ { "type": "text", "text": "{\"action\": \"left_click\", \"coordinate\": [1426, 73]}" } ] } ]
[ "data/gui-grounding/seeclick-hf/images/000722.png" ]
1,920
1,080
[ { "role": "user", "content": [ { "type": "image", "text": null }, { "type": "text", "text": "CONTACT" } ] }, { "role": "assistant", "content": [ { "type": "text", "text": "{\"action\": \"left_click\", \"coordinate\": [1851, 87]}" } ] } ]
[ "data/gui-grounding/seeclick-hf/images/000267.png" ]
1,920
1,080
[ { "role": "user", "content": [ { "type": "image", "text": null }, { "type": "text", "text": "uico-search" } ] }, { "role": "assistant", "content": [ { "type": "text", "text": "{\"action\": \"left_click\", \"coordinate\": [1594, 65]}" } ] } ]
[ "data/gui-grounding/seeclick-hf/images/000500.png" ]
1,920
1,080
[ { "role": "user", "content": [ { "type": "image", "text": null }, { "type": "text", "text": "CLEANING" } ] }, { "role": "assistant", "content": [ { "type": "text", "text": "{\"action\": \"left_click\", \"coordinate\": [864, 127]}" } ] } ]
[ "data/gui-grounding/seeclick-hf/images/000827.png" ]
1,920
1,080
[ { "role": "user", "content": [ { "type": "image", "text": null }, { "type": "text", "text": "Best Sellers" } ] }, { "role": "assistant", "content": [ { "type": "text", "text": "{\"action\": \"left_click\", \"coordinate\": [1258, 165]}" } ] } ]
[ "data/gui-grounding/seeclick-hf/images/000159.png" ]
1,920
1,080
[ { "role": "user", "content": [ { "type": "image", "text": null }, { "type": "text", "text": "Innovatie" } ] }, { "role": "assistant", "content": [ { "type": "text", "text": "{\"action\": \"left_click\", \"coordinate\": [118, 514]}" } ] } ]
[ "data/gui-grounding/seeclick-hf/images/000807.png" ]
1,920
1,080
[ { "role": "user", "content": [ { "type": "image", "text": null }, { "type": "text", "text": "EDW/KM" } ] }, { "role": "assistant", "content": [ { "type": "text", "text": "{\"action\": \"left_click\", \"coordinate\": [368, 472]}" } ] } ]
[ "data/gui-grounding/seeclick-hf/images/000031.png" ]
1,920
1,080
[ { "role": "user", "content": [ { "type": "image", "text": null }, { "type": "text", "text": "Skip to main content" } ] }, { "role": "assistant", "content": [ { "type": "text", "text": "{\"action\": \"left_click\", \"coordinate\": [10, 6]}" } ] } ]
[ "data/gui-grounding/seeclick-hf/images/000851.png" ]
1,920
1,080
[ { "role": "user", "content": [ { "type": "image", "text": null }, { "type": "text", "text": "Fotoalbum" } ] }, { "role": "assistant", "content": [ { "type": "text", "text": "{\"action\": \"left_click\", \"coordinate\": [83, 504]}" } ] } ]
[ "data/gui-grounding/seeclick-hf/images/000990.png" ]
1,920
1,080
[ { "role": "user", "content": [ { "type": "image", "text": null }, { "type": "text", "text": "MAPA DO SITE" } ] }, { "role": "assistant", "content": [ { "type": "text", "text": "{\"action\": \"left_click\", \"coordinate\": [1767, 27]}" } ] } ]
[ "data/gui-grounding/seeclick-hf/images/000503.png" ]
1,920
1,080
[ { "role": "user", "content": [ { "type": "image", "text": null }, { "type": "text", "text": "Photo Gallery" } ] }, { "role": "assistant", "content": [ { "type": "text", "text": "{\"action\": \"left_click\", \"coordinate\": [94, 385]}" } ] } ]
[ "data/gui-grounding/seeclick-hf/images/000497.png" ]
1,920
1,080
[ { "role": "user", "content": [ { "type": "image", "text": null }, { "type": "text", "text": "buylab.gq" } ] }, { "role": "assistant", "content": [ { "type": "text", "text": "{\"action\": \"left_click\", \"coordinate\": [1099, 501]}" } ] } ]
[ "data/gui-grounding/seeclick-hf/images/000514.png" ]
1,920
1,080
[ { "role": "user", "content": [ { "type": "image", "text": null }, { "type": "text", "text": "Anti-Aging Treatment" } ] }, { "role": "assistant", "content": [ { "type": "text", "text": "{\"action\": \"left_click\", \"coordinate\": [793, 774]}" } ] } ]
[ "data/gui-grounding/seeclick-hf/images/000373.png" ]
1,920
1,080
[ { "role": "user", "content": [ { "type": "image", "text": null }, { "type": "text", "text": "Contact" } ] }, { "role": "assistant", "content": [ { "type": "text", "text": "{\"action\": \"left_click\", \"coordinate\": [585, 188]}" } ] } ]
[ "data/gui-grounding/seeclick-hf/images/000866.png" ]
1,920
1,080
[ { "role": "user", "content": [ { "type": "image", "text": null }, { "type": "text", "text": "Tribute Wall" } ] }, { "role": "assistant", "content": [ { "type": "text", "text": "{\"action\": \"left_click\", \"coordinate\": [368, 603]}" } ] } ]
[ "data/gui-grounding/seeclick-hf/images/000909.png" ]
1,920
1,080
[ { "role": "user", "content": [ { "type": "image", "text": null }, { "type": "text", "text": "InterLibrary Loan" } ] }, { "role": "assistant", "content": [ { "type": "text", "text": "{\"action\": \"left_click\", \"coordinate\": [1424, 314]}" } ] } ]
[ "data/gui-grounding/seeclick-hf/images/000031.png" ]
1,920
1,080
[ { "role": "user", "content": [ { "type": "image", "text": null }, { "type": "text", "text": "Galerie" } ] }, { "role": "assistant", "content": [ { "type": "text", "text": "{\"action\": \"left_click\", \"coordinate\": [1243, 395]}" } ] } ]
[ "data/gui-grounding/seeclick-hf/images/000045.png" ]
1,920
1,080
[ { "role": "user", "content": [ { "type": "image", "text": null }, { "type": "text", "text": "login" } ] }, { "role": "assistant", "content": [ { "type": "text", "text": "{\"action\": \"left_click\", \"coordinate\": [25, 16]}" } ] } ]
[ "data/gui-grounding/seeclick-hf/images/000712.png" ]
1,920
1,080
[ { "role": "user", "content": [ { "type": "image", "text": null }, { "type": "text", "text": "NATIONAL GEOGRAPHIC TRAVELLER" } ] }, { "role": "assistant", "content": [ { "type": "text", "text": "{\"action\": \"left_click\", \"coordinate\": [1126, 609]}" } ] } ]
[ "data/gui-grounding/seeclick-hf/images/000495.png" ]
1,920
1,080
[ { "role": "user", "content": [ { "type": "image", "text": null }, { "type": "text", "text": "LA>EN" } ] }, { "role": "assistant", "content": [ { "type": "text", "text": "{\"action\": \"left_click\", \"coordinate\": [1000, 643]}" } ] } ]
[ "data/gui-grounding/seeclick-hf/images/000405.png" ]
1,920
1,080
[ { "role": "user", "content": [ { "type": "image", "text": null }, { "type": "text", "text": "Lillydale District Caving Team" } ] }, { "role": "assistant", "content": [ { "type": "text", "text": "{\"action\": \"left_click\", \"coordinate\": [1130, 248]}" } ] } ]
[ "data/gui-grounding/seeclick-hf/images/000953.png" ]
1,920
1,080
[ { "role": "user", "content": [ { "type": "image", "text": null }, { "type": "text", "text": "Project | House TN" } ] }, { "role": "assistant", "content": [ { "type": "text", "text": "{\"action\": \"left_click\", \"coordinate\": [141, 656]}" } ] } ]
[ "data/gui-grounding/seeclick-hf/images/000673.png" ]
1,920
1,080
[ { "role": "user", "content": [ { "type": "image", "text": null }, { "type": "text", "text": "BEDRIJVEN" } ] }, { "role": "assistant", "content": [ { "type": "text", "text": "{\"action\": \"left_click\", \"coordinate\": [321, 363]}" } ] } ]
[ "data/gui-grounding/seeclick-hf/images/000843.png" ]
1,920
1,080
[ { "role": "user", "content": [ { "type": "image", "text": null }, { "type": "text", "text": "PONS" } ] }, { "role": "assistant", "content": [ { "type": "text", "text": "{\"action\": \"left_click\", \"coordinate\": [615, 502]}" } ] } ]
[ "data/gui-grounding/seeclick-hf/images/000101.png" ]
1,920
1,080
[ { "role": "user", "content": [ { "type": "image", "text": null }, { "type": "text", "text": "Training Center" } ] }, { "role": "assistant", "content": [ { "type": "text", "text": "{\"action\": \"left_click\", \"coordinate\": [566, 99]}" } ] } ]
[ "data/gui-grounding/seeclick-hf/images/000333.png" ]
1,920
1,080
[ { "role": "user", "content": [ { "type": "image", "text": null }, { "type": "text", "text": "REQUEST A QUOTE" } ] }, { "role": "assistant", "content": [ { "type": "text", "text": "{\"action\": \"left_click\", \"coordinate\": [1212, 55]}" } ] } ]
[ "data/gui-grounding/seeclick-hf/images/000872.png" ]
1,920
1,080
[ { "role": "user", "content": [ { "type": "image", "text": null }, { "type": "text", "text": "Ischlag Fam. Morgenthaler Grasswil Restaurant Tea-Room " } ] }, { "role": "assistant", "content": [ { "type": "text", "text": "{\"action\": \"left_click\", \"coordinate\": [560, 494]}" } ] } ]
[ "data/gui-grounding/seeclick-hf/images/000782.png" ]
1,920
1,080
[ { "role": "user", "content": [ { "type": "image", "text": null }, { "type": "text", "text": "High Chill" } ] }, { "role": "assistant", "content": [ { "type": "text", "text": "{\"action\": \"left_click\", \"coordinate\": [548, 299]}" } ] } ]
[ "data/gui-grounding/seeclick-hf/images/000788.png" ]
1,920
1,080
[ { "role": "user", "content": [ { "type": "image", "text": null }, { "type": "text", "text": "Plate Boats" } ] }, { "role": "assistant", "content": [ { "type": "text", "text": "{\"action\": \"left_click\", \"coordinate\": [1320, 893]}" } ] } ]
[ "data/gui-grounding/seeclick-hf/images/000603.png" ]
1,920
1,080
[ { "role": "user", "content": [ { "type": "image", "text": null }, { "type": "text", "text": "Home" } ] }, { "role": "assistant", "content": [ { "type": "text", "text": "{\"action\": \"left_click\", \"coordinate\": [592, 194]}" } ] } ]
[ "data/gui-grounding/seeclick-hf/images/000756.png" ]
1,920
1,080
[ { "role": "user", "content": [ { "type": "image", "text": null }, { "type": "text", "text": "CLUB INFO" } ] }, { "role": "assistant", "content": [ { "type": "text", "text": "{\"action\": \"left_click\", \"coordinate\": [511, 194]}" } ] } ]
[ "data/gui-grounding/seeclick-hf/images/000713.png" ]
1,920
1,080
End of preview. Expand in Data Studio

SeeClick Web Commercial Dataset (MLX-VLM Format)

Commercial-use friendly GUI grounding dataset from SeeClick Web data. Apache 2.0 licensed - safe for commercial applications.

Dataset Description

This dataset contains ~20k examples for training Vision-Language Models to predict click coordinates given a screenshot and instruction. Derived from SeeClick Web crawled data (Apache 2.0).

Key Features

  • License: Apache 2.0 (commercial use allowed)
  • Format: MLX-VLM training format
  • Examples: 19,919 total (15,935 train, 1,991 val, 1,993 test)
  • Platform: Web screenshots
  • Coordinate System: Absolute pixels based on actual image dimensions
  • Image Resolution: Primarily 1920x1080 (coordinates scaled to actual image size)

Format

Each example follows the MLX-VLM chat format:

{
  "messages": [
    {
      "role": "user",
      "content": [
        {"type": "image"},
        {"type": "text", "text": "Click the Submit button"}
      ]
    },
    {
      "role": "assistant",
      "content": [
        {"type": "text", "text": "{\"action\": \"left_click\", \"coordinate\": [1332, 1035]}"}
      ]
    }
  ],
  "images": ["images/000123.png"],
  "image_width": 1920,
  "image_height": 1080
}

Coordinate System

  • Format: Absolute pixels [x, y]
  • Origin: Top-left corner [0, 0]
  • Resolution: Coordinates match actual image dimensions (stored in image_width, image_height fields)
  • Action: Claude Computer Use format

Important: Coordinates are scaled to the actual screenshot dimensions. Most images are 1920x1080, so a coordinate like [1332, 1035] is in the bottom-right area of the screen. Each example includes image_width and image_height fields for reference.

Usage

With MLX-VLM

# Train SmolVLM with LoRA
python -m mlx_vlm.lora \
    --model mlx-community/SmolVLM-256M-Instruct-bf16 \
    --data data/gui-grounding/seeclick-web-commercial \
    --train \
    --batch-size 2 \
    --iters 1000 \
    --learning-rate 1e-4

With Datasets Library

from datasets import load_dataset

ds = load_dataset("pierretokns/seeclick-web-commercial-mlx")

for example in ds["train"]:
    messages = example["messages"]
    image_path = example["images"][0]

Source Data

This dataset is derived from SeeClick Web, which contains:

  • Screenshots crawled from public websites
  • Element annotations with bounding boxes
  • Apache 2.0 license (commercial use allowed)

License

Apache 2.0 - This dataset is safe for commercial use.

The original SeeClick Web data was crawled from public websites and released under Apache 2.0. No research-only components are included.

Citation

@article{cheng2024seeclick,
  title={SeeClick: Harnessing GUI Grounding for Advanced Visual GUI Agents},
  author={Cheng, Kanzhi and Sun, Qiushi and Chu, Youqi and others},
  journal={arXiv preprint arXiv:2401.10935},
  year={2024}
}
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