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