Datasets:
Languages:
English
Multilinguality:
monolingual
Size Categories:
100M<n<1G
Language Creators:
found
Source Datasets:
poloclub/diffusiondb
License:
| layout: default | |
| title: "Name Entity Recognition of DiffusionDB" | |
| nav_order: 1 | |
| has_children: false | |
| language_creators: | |
| - found | |
| language: | |
| - en | |
| license: | |
| - cc-by-3.0 | |
| multilinguality: | |
| - monolingual | |
| pretty_name: NER-DiffusionDB | |
| size_categories: | |
| - 100M<n<1G | |
| source_datasets: | |
| - poloclub/diffusiondb | |
| tags: | |
| - stable diffusion | |
| - prompt engineering | |
| - prompts | |
| - research paper | |
|  | |
| ### Description | |
| Extended dataset infered by the name entity recognition model [en_ner_prompting](https://huggingface.co/teo-sanchez/en_ner_prompting). This model has been trained on hand-annotated prompts from [poloclub/diffusiondb](https://huggingface.co/datasets/poloclub/diffusiondb). | |
| This dataset is hence infered by this model and can comprise mistakes, especially on certain categories (cf. model card). | |
| The entities comprise 7 main categories and 11 subcategories for a total of 16 categories, extracted from a topic analysis made with [BERTopic](https://maartengr.github.io/BERTopic/index.html). | |
| The topic analysis can be explored [the following visualization](https://teo-sanchez.github.io/projects/prompting_map.html). | |
| ``` | |
| ├── medium/ | |
| │ ├── photography | |
| │ ├── painting | |
| │ ├── rendering | |
| │ └── illustration | |
| ├── influence/ | |
| │ ├── artist | |
| │ ├── genre | |
| │ ├── artwork | |
| │ └── repository | |
| ├── light | |
| ├── color | |
| ├── composition | |
| ├── detail | |
| └── context/ | |
| ├── era | |
| ├── weather | |
| └── emotion | |
| ``` | |
| ### Label Scheme | |
| <details> | |
| <summary>View label scheme (16 labels for 1 components)</summary> | |
| | Component | Labels | | |
| | --- | --- | | |
| | **`ner`** | `color`, `composition`, `context/emotion`, `context/era`, `context/weather`, `detail`, `influence/artist`, `influence/artwork`, `influence/genre`, `influence/repository`, `light`, `medium/illustration`, `medium/painting`, `medium/photography`, `medium/rendering`, `subject` | | |
| </details> |