| --- |
| dataset_info: |
| features: |
| - name: question_id |
| dtype: string |
| - name: image |
| dtype: image |
| - name: question |
| dtype: string |
| - name: answer |
| sequence: string |
| - name: segmentation |
| sequence: float32 |
| - name: bbox |
| sequence: float32 |
| - name: iscrowd |
| dtype: int8 |
| - name: file_name |
| dtype: string |
| splits: |
| - name: val |
| num_bytes: 1548717880.0 |
| num_examples: 8811 |
| - name: test |
| num_bytes: 876787122.0 |
| num_examples: 5000 |
| - name: testA |
| num_bytes: 340830323.0 |
| num_examples: 1975 |
| - name: testB |
| num_bytes: 317959580.0 |
| num_examples: 1810 |
| download_size: 2278337287 |
| dataset_size: 3084294905.0 |
| configs: |
| - config_name: default |
| data_files: |
| - split: val |
| path: data/val-* |
| - split: test |
| path: data/test-* |
| - split: testA |
| path: data/testA-* |
| - split: testB |
| path: data/testB-* |
| --- |
| |
|
|
| <p align="center" width="100%"> |
| <img src="https://i.postimg.cc/g0QRgMVv/WX20240228-113337-2x.png" width="100%" height="80%"> |
| </p> |
|
|
| # Large-scale Multi-modality Models Evaluation Suite |
|
|
| > Accelerating the development of large-scale multi-modality models (LMMs) with `lmms-eval` |
|
|
| 🏠 [Homepage](https://lmms-lab.github.io/) | 📚 [Documentation](docs/README.md) | 🤗 [Huggingface Datasets](https://huggingface.co/lmms-lab) |
|
|
| # This Dataset |
|
|
| This is a formatted version of [RefCOCO](https://github.com/lichengunc/refer). It is used in our `lmms-eval` pipeline to allow for one-click evaluations of large multi-modality models. |
|
|
| ``` |
| @inproceedings{kazemzadeh-etal-2014-referitgame, |
| title = "{R}efer{I}t{G}ame: Referring to Objects in Photographs of Natural Scenes", |
| author = "Kazemzadeh, Sahar and |
| Ordonez, Vicente and |
| Matten, Mark and |
| Berg, Tamara", |
| editor = "Moschitti, Alessandro and |
| Pang, Bo and |
| Daelemans, Walter", |
| booktitle = "Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing ({EMNLP})", |
| month = oct, |
| year = "2014", |
| address = "Doha, Qatar", |
| publisher = "Association for Computational Linguistics", |
| url = "https://aclanthology.org/D14-1086", |
| doi = "10.3115/v1/D14-1086", |
| pages = "787--798", |
| } |
| ``` |
