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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:
- Download the dataset
- Use the
replace_paths.pyscript 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:
- broken_connection: Missing connections between segments
- spurious_connection: False connections in the segmentation
- missing_branch: Branches that should exist but are missing
- 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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