Datasets:
Tasks:
Visual Question Answering
Formats:
parquet
Sub-tasks:
visual-question-answering
Languages:
English
Size:
100K - 1M
ArXiv:
License:
| annotations_creators: | |
| - machine-generated | |
| language: | |
| - en | |
| language_creators: | |
| - found | |
| license: | |
| - unknown | |
| multilinguality: | |
| - monolingual | |
| pretty_name: CompGuessWhat?! | |
| size_categories: | |
| - 100K<n<1M | |
| source_datasets: | |
| - extended|other-guesswhat | |
| task_categories: | |
| - visual-question-answering | |
| task_ids: | |
| - visual-question-answering | |
| paperswithcode_id: compguesswhat | |
| # Dataset Card for "compguesswhat" | |
| ## Table of Contents | |
| - [Dataset Description](#dataset-description) | |
| - [Dataset Summary](#dataset-summary) | |
| - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) | |
| - [Languages](#languages) | |
| - [Dataset Structure](#dataset-structure) | |
| - [Data Instances](#data-instances) | |
| - [Data Fields](#data-fields) | |
| - [Data Splits](#data-splits) | |
| - [Dataset Creation](#dataset-creation) | |
| - [Curation Rationale](#curation-rationale) | |
| - [Source Data](#source-data) | |
| - [Annotations](#annotations) | |
| - [Personal and Sensitive Information](#personal-and-sensitive-information) | |
| - [Considerations for Using the Data](#considerations-for-using-the-data) | |
| - [Social Impact of Dataset](#social-impact-of-dataset) | |
| - [Discussion of Biases](#discussion-of-biases) | |
| - [Other Known Limitations](#other-known-limitations) | |
| - [Additional Information](#additional-information) | |
| - [Dataset Curators](#dataset-curators) | |
| - [Licensing Information](#licensing-information) | |
| - [Citation Information](#citation-information) | |
| - [Contributions](#contributions) | |
| ## Dataset Description | |
| - **Homepage:** [https://compguesswhat.github.io/](https://compguesswhat.github.io/) | |
| - **Repository:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| - **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| - **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| - **Size of downloaded dataset files:** 106.86 MB | |
| - **Size of the generated dataset:** 258.55 MB | |
| - **Total amount of disk used:** 365.41 MB | |
| ### Dataset Summary | |
| CompGuessWhat?! is an instance of a multi-task framework for evaluating the quality of learned neural representations, | |
| in particular concerning attribute grounding. Use this dataset if you want to use the set of games whose reference | |
| scene is an image in VisualGenome. Visit the website for more details: https://compguesswhat.github.io | |
| ### Supported Tasks and Leaderboards | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ### Languages | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ## Dataset Structure | |
| ### Data Instances | |
| #### compguesswhat-original | |
| - **Size of downloaded dataset files:** 102.24 MB | |
| - **Size of the generated dataset:** 166.29 MB | |
| - **Total amount of disk used:** 268.53 MB | |
| An example of 'validation' looks as follows. | |
| ``` | |
| This example was too long and was cropped: | |
| { | |
| "id": 2424, | |
| "image": "{\"coco_url\": \"http://mscoco.org/images/270512\", \"file_name\": \"COCO_train2014_000000270512.jpg\", \"flickr_url\": \"http://farm6.stat...", | |
| "objects": "{\"area\": [1723.5133056640625, 4838.5361328125, 287.44476318359375, 44918.7109375, 3688.09375, 522.1935424804688], \"bbox\": [[5.61...", | |
| "qas": { | |
| "answer": ["Yes", "No", "No", "Yes"], | |
| "id": [4983, 4996, 5006, 5017], | |
| "question": ["Is it in the foreground?", "Does it have wings?", "Is it a person?", "Is it a vehicle?"] | |
| }, | |
| "status": "success", | |
| "target_id": 1197044, | |
| "timestamp": "2016-07-08 15:07:38" | |
| } | |
| ``` | |
| #### compguesswhat-zero_shot | |
| - **Size of downloaded dataset files:** 4.62 MB | |
| - **Size of the generated dataset:** 92.26 MB | |
| - **Total amount of disk used:** 96.88 MB | |
| An example of 'nd_valid' looks as follows. | |
| ``` | |
| This example was too long and was cropped: | |
| { | |
| "id": 0, | |
| "image": { | |
| "coco_url": "https://s3.amazonaws.com/nocaps/val/004e21eb2e686f40.jpg", | |
| "date_captured": "2018-11-06 11:04:33", | |
| "file_name": "004e21eb2e686f40.jpg", | |
| "height": 1024, | |
| "id": 6, | |
| "license": 0, | |
| "open_images_id": "004e21eb2e686f40", | |
| "width": 768 | |
| }, | |
| "objects": "{\"IsOccluded\": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], \"IsTruncated\": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], \"area\": [3...", | |
| "status": "incomplete", | |
| "target_id": "004e21eb2e686f40_30" | |
| } | |
| ``` | |
| ### Data Fields | |
| The data fields are the same among all splits. | |
| #### compguesswhat-original | |
| - `id`: a `int32` feature. | |
| - `target_id`: a `int32` feature. | |
| - `timestamp`: a `string` feature. | |
| - `status`: a `string` feature. | |
| - `id`: a `int32` feature. | |
| - `file_name`: a `string` feature. | |
| - `flickr_url`: a `string` feature. | |
| - `coco_url`: a `string` feature. | |
| - `height`: a `int32` feature. | |
| - `width`: a `int32` feature. | |
| - `width`: a `int32` feature. | |
| - `height`: a `int32` feature. | |
| - `url`: a `string` feature. | |
| - `coco_id`: a `int32` feature. | |
| - `flickr_id`: a `string` feature. | |
| - `image_id`: a `string` feature. | |
| - `qas`: a dictionary feature containing: | |
| - `question`: a `string` feature. | |
| - `answer`: a `string` feature. | |
| - `id`: a `int32` feature. | |
| - `objects`: a dictionary feature containing: | |
| - `id`: a `int32` feature. | |
| - `bbox`: a `list` of `float32` features. | |
| - `category`: a `string` feature. | |
| - `area`: a `float32` feature. | |
| - `category_id`: a `int32` feature. | |
| - `segment`: a dictionary feature containing: | |
| - `feature`: a `float32` feature. | |
| #### compguesswhat-zero_shot | |
| - `id`: a `int32` feature. | |
| - `target_id`: a `string` feature. | |
| - `status`: a `string` feature. | |
| - `id`: a `int32` feature. | |
| - `file_name`: a `string` feature. | |
| - `coco_url`: a `string` feature. | |
| - `height`: a `int32` feature. | |
| - `width`: a `int32` feature. | |
| - `license`: a `int32` feature. | |
| - `open_images_id`: a `string` feature. | |
| - `date_captured`: a `string` feature. | |
| - `objects`: a dictionary feature containing: | |
| - `id`: a `string` feature. | |
| - `bbox`: a `list` of `float32` features. | |
| - `category`: a `string` feature. | |
| - `area`: a `float32` feature. | |
| - `category_id`: a `int32` feature. | |
| - `IsOccluded`: a `int32` feature. | |
| - `IsTruncated`: a `int32` feature. | |
| - `segment`: a dictionary feature containing: | |
| - `MaskPath`: a `string` feature. | |
| - `LabelName`: a `string` feature. | |
| - `BoxID`: a `string` feature. | |
| - `BoxXMin`: a `string` feature. | |
| - `BoxXMax`: a `string` feature. | |
| - `BoxYMin`: a `string` feature. | |
| - `BoxYMax`: a `string` feature. | |
| - `PredictedIoU`: a `string` feature. | |
| - `Clicks`: a `string` feature. | |
| ### Data Splits | |
| #### compguesswhat-original | |
| | |train|validation|test| | |
| |----------------------|----:|---------:|---:| | |
| |compguesswhat-original|46341| 9738|9621| | |
| #### compguesswhat-zero_shot | |
| | |nd_valid|od_valid|nd_test|od_test| | |
| |-----------------------|-------:|-------:|------:|------:| | |
| |compguesswhat-zero_shot| 5343| 5372| 13836| 13300| | |
| ## Dataset Creation | |
| ### Curation Rationale | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ### Source Data | |
| #### Initial Data Collection and Normalization | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| #### Who are the source language producers? | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ### Annotations | |
| #### Annotation process | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| #### Who are the annotators? | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ### Personal and Sensitive Information | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ## Considerations for Using the Data | |
| ### Social Impact of Dataset | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ### Discussion of Biases | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ### Other Known Limitations | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ## Additional Information | |
| ### Dataset Curators | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ### Licensing Information | |
| [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
| ### Citation Information | |
| ``` | |
| @inproceedings{suglia2020compguesswhat, | |
| title={CompGuessWhat?!: a Multi-task Evaluation Framework for Grounded Language Learning}, | |
| author={Suglia, Alessandro, Konstas, Ioannis, Vanzo, Andrea, Bastianelli, Emanuele, Desmond Elliott, Stella Frank and Oliver Lemon}, | |
| booktitle={Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics}, | |
| year={2020} | |
| } | |
| ``` | |
| ### Contributions | |
| Thanks to [@thomwolf](https://github.com/thomwolf), [@aleSuglia](https://github.com/aleSuglia), [@lhoestq](https://github.com/lhoestq) for adding this dataset. | |