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README.md
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---
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- name: train
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num_bytes: 1865606658
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num_examples: 1840
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download_size: 1864989941
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dataset_size: 1865606658
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configs:
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- config_name: default
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data_files:
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- split: train
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path: data/train-*
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---
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task_categories:
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- visual-question-answering
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- object-detection
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language:
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- en
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tags:
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- remote-sensing
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- geospatial
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- satellite-imagery
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size_categories:
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- 1K<n<10K
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---
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# GeoChat_bench_split Dataset
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## Dataset Description
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This dataset is a curated subset of the GeoChat_Bench benchmark from the EarthDial-Dataset, specifically containing samples with multiple ground truth bounding boxes.
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### Dataset Summary
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- **Total Samples:** 1,840
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- **Source:** akshaydudhane/EarthDial-Dataset (GeoChat_Bench subset)
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- **Task:** Visual grounding / object localization in satellite imagery
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- **Modality:** Image (RGB) + Text
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### Dataset Structure
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The dataset contains 4 columns:
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1. **question_id** (string): Unique identifier for each sample
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2. **jpg** (Image): RGB satellite/aerial image
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3. **question** (string): Question asking for object locations (format: "Give me the location of <ref>object description")
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4. **groundtruth** (string): Multiple bounding box coordinates in the format `[[x1,y1,x2,y2,confidence]][[x1,y1,x2,y2,confidence]]...`
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### Data Fields
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- `question_id`: Unique sample identifier
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- `jpg`: PIL Image object in RGB format
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- `question`: Natural language question with reference tags
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- `groundtruth`: Serialized list of bounding boxes
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### Example
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```python
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{
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'question_id': 'sota_2403',
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'jpg': <PIL.Image>,
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'question': 'Give me the location of <ref>10 large small-vehicles',
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'groundtruth': '[[20, 43, 27, 53, 90]][[5, 38, 11, 47, 90]]...'
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}
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```
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## Dataset Creation
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### Curation Process
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1. Loaded GeoChat_Bench from EarthDial-Dataset
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2. Filtered samples containing multiple bounding boxes in ground truth (>1 list)
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3. Sorted by number of bounding boxes in descending order
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4. Selected top 1,840 samples (all available samples with multiple boxes)
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5. Cleaned question text to remove formatting prefixes and tags
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### Source Data
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Original dataset: [EarthDial-Dataset](https://huggingface.co/datasets/akshaydudhane/EarthDial-Dataset)
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## Usage
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```python
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from datasets import load_dataset
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# Load the dataset
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dataset = load_dataset("yobro4619/GeoChat_bench_split")
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# Access samples
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sample = dataset['train'][0]
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print(sample['question'])
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print(sample['groundtruth'])
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```
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## License
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Please refer to the original [EarthDial-Dataset](https://huggingface.co/datasets/akshaydudhane/EarthDial-Dataset) for licensing information.
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## Citation
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If you use this dataset, please cite the original EarthDial-Dataset paper.
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