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pio-benchmark
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PIO

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PIO Dataset Card

Resources

[Github] https://github.com/PIO-benchmark/pio-benchmark

Dataset Details

This dataset contains the dataset for NeurIPS D&B submission: Point-It-Out: Benchmarking Embodied Reasoning for Vision Language Models in Precise Visual Grounding. It includes all the data for S1, S2 and S3 defined in the paper:

260+ source images
550 + questions
Human annotated masks (for S1 ans S2)
class information and subclass information

Dataset Structure

images_s1s2 folder
- Contains the raw images for s1 and s2
images_s3 folder
- Contains the raw images for s3
`s1s2.json'
- List of data points include dict_keys(['polygon', 'image_path', 'height', 'width', 'lang', 'dataset_name', 's1_or_s2', 'subclasses'])
's3.json'
- A dict, the key is source image, and value is List[str] including multiple questions regarding this image

Citation

None, paper in submission

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