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TopoAgent Dataset

This dataset contains training and validation data for the TopoAgent project, which focuses on detecting topological errors in segmentation masks.

Dataset Structure

This dataset includes the following directories:

  • rft_v2/ - 56.37 KB

Data Format

The dataset contains JSON files with annotations in the following format:

{
  "id": "example_id",
  "image": [
    "path/to/original.png",
    "path/to/mask.png"
  ],
  "conversations": [
    {
      "from": "human",
      "value": "<image>\n<image>\n[prompt]"
    },
    {
      "from": "gpt",
      "value": "<answer>[annotations]</answer>"
    }
  ]
}

Path Configuration

The JSON files contain absolute paths starting with /data/meilong/projects/topoagent/.

To use this dataset on your local machine:

  1. Download the dataset
  2. Use the replace_paths.py script to update paths:
python replace_paths.py \
    --input downloaded_file.json \
    --output updated_file.json \
    --old-prefix "/data/meilong/projects/topoagent/" \
    --new-prefix "/your/local/path/"

Error Types

The dataset includes annotations for four types of topological errors:

  1. broken_connection: Missing connections between segments
  2. spurious_connection: False connections in the segmentation
  3. missing_branch: Branches that should exist but are missing
  4. extra_branch: Branches that shouldn't exist but are present

Citation

If you use this dataset, please cite:

@dataset{topoagent_dataset,
  title={TopoAgent Dataset},
  author={Your Name},
  year={2026},
  publisher={Hugging Face},
  url={https://huggingface.co/datasets/LucasSaiGao/src}
}

License

This dataset is released under CC-BY-NC-4.0 license.

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