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--- |
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configs: |
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- config_name: random |
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default: true |
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data_files: |
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- split: train |
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path: random/train.jsonl |
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- split: test |
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path: random/test.jsonl |
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- split: dev |
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path: random/dev.jsonl |
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- config_name: zeroshot |
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data_files: |
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- split: train |
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path: zeroshot/train.jsonl |
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- split: test |
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path: zeroshot/test.jsonl |
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- split: dev |
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path: zeroshot/dev.jsonl |
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license: apache-2.0 |
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language: |
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- en |
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tags: |
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- visual reasoning |
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- grounded chat |
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- visual grounding |
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size_categories: |
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- 1K<n<10K |
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--- |
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# Grounded Visual Spatial Reasoning |
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Code for generating the annotations can be found here: [github.com](https://github.com/tomhodemon/grounded-visual-spatial-reasoning) |
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## Dataset Summary |
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This dataset extends the [Visual Spatial Reasoning (VSR)](https://arxiv.org/pdf/2205.00363) dataset with **visual grounding annotations**: each caption is annotated with **COCO-category object mentions**, their **positions** , and corresponding **bounding boxes** in the image. |
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## Data instance |
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Each sample instance has the following structure: |
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| Field | Type | Description | |
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|---------------------------|------------------|--------------------------------------------------| |
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| `image_file` | `string` | COCO-style image filename | |
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| `image_link` | `string` | Direct COCO image URL | |
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| `width` | `int` | Image width | |
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| `height` | `int` | Image height | |
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| `caption` | `string` | Caption with two COCO-category object mentions | |
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| `label` | `bool` | Label from VSR original dataset | |
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| `relation` | `string` | Spatial relation | |
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| `ref_exp.labels` | `list[string]` | List of object labels from COCO categories | |
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| `ref_exp.label_positions` | `list[list[int]]`| Position (start, end) of each label in caption sentence| |
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| `ref_exp.bboxes` | `list[list[float]]` | Bounding boxes (`[x, y, w, h]` format) | |
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## Download Images |
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To download the images, follow the instructions from the [VSR official GitHub repo](https://github.com/cambridgeltl/visual-spatial-reasoning/tree/master/data). |
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## Citation |
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If you use this dataset, please cite the original **Visual Spatial Reasoning** paper: |
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```bibtex |
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@article{Liu2022VisualSR, |
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title={Visual Spatial Reasoning}, |
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author={Fangyu Liu and Guy Edward Toh Emerson and Nigel Collier}, |
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journal={Transactions of the Association for Computational Linguistics}, |
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year={2023}, |
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} |
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``` |
