| --- |
| license: cc-by-4.0 |
| task_categories: |
| - image-to-text |
| - object-detection |
| - visual-question-answering |
| language: |
| - en |
| size_categories: |
| - 100K<n<1M |
| tags: |
| - visual-genome |
| - scene-graph |
| - region-descriptions |
| - visual-relationships |
| - attributes |
| - object-detection |
| - image-captioning |
| - vqa |
| pretty_name: Visual Genome Raw Data |
| --- |
| |
| # Visual Genome Raw Data |
|
|
| This repository provides a convenient copy of the raw Visual Genome dataset files for easier access and downloading. |
|
|
| > This is **not an official Visual Genome release**. |
| > The original dataset was created and released by the Visual Genome authors. |
| > Please refer to the official Visual Genome website and paper for authoritative information. |
|
|
| ## Dataset Summary |
|
|
| Visual Genome is a large-scale vision-language dataset with dense image annotations, including: |
|
|
| - Images |
| - Region descriptions |
| - Object annotations |
| - Attribute annotations |
| - Relationship annotations |
| - Scene graphs |
| - Visual question-answering annotations |
| - WordNet synset mappings |
|
|
| The dataset contains approximately: |
|
|
| - 108K images |
| - 5.4M region descriptions |
| - 1.7M visual question-answer pairs |
| - 3.8M object instances |
| - 2.8M attributes |
| - 2.3M relationships |
|
|
| ## Intended Use |
|
|
| This dataset can be used for research on: |
|
|
| - Image-text representation learning |
| - Image captioning |
| - Dense captioning |
| - Object detection |
| - Attribute recognition |
| - Visual relationship detection |
| - Scene graph generation |
| - Visual question answering |
| - Vision-language pretraining |
|
|
| ## Source |
|
|
| Original Visual Genome website: |
|
|
| ```text |
| https://visualgenome.org/ |
| ``` |
|
|
| Dataset page: |
|
|
| ```text |
| https://homes.cs.washington.edu/~ranjay/visualgenome/ |
| ``` |
|
|
| ## License |
|
|
| Visual Genome is licensed under the Creative Commons Attribution 4.0 International License: |
|
|
| ```text |
| CC BY 4.0 |
| https://creativecommons.org/licenses/by/4.0/ |
| ``` |
|
|
| Users should comply with the original license terms, including proper attribution to the Visual Genome authors. |
|
|
| ## Citation |
|
|
| If you use this dataset, please cite the original Visual Genome paper: |
|
|
| ```bibtex |
| @article{krishna2017visualgenome, |
| title={Visual Genome: Connecting Language and Vision Using Crowdsourced Dense Image Annotations}, |
| author={Krishna, Ranjay and Zhu, Yuke and Groth, Oliver and Johnson, Justin and Hata, Kenji and Kravitz, Joshua and Chen, Stephanie and Kalantidis, Yannis and Li, Li-Jia and Shamma, David A and Bernstein, Michael and Fei-Fei, Li}, |
| journal={International Journal of Computer Vision}, |
| year={2017} |
| } |
| ``` |
|
|
| ## Disclaimer |
|
|
| This repository is not affiliated with, endorsed by, or maintained by the original Visual Genome authors. |
|
|
| The data is provided as-is for convenience. Users are responsible for verifying the dataset version, file integrity, license terms, and suitability for their own use cases. |
