---
license: mit
task_categories:
- text-to-image
tags:
- art
- not-for-all-audiences
size_categories:
- n<1K
---

# Dataset of esser (Granblue Fantasy)

This is the dataset of esser (Granblue Fantasy), containing 87 images and their tags.

The core tags of this character are `long_hair, animal_ears, pink_hair, blue_eyes, braid, breasts, very_long_hair, ahoge, bangs, large_breasts, twin_braids`, which are pruned in this dataset.

Images are crawled from many sites (e.g. danbooru, pixiv, zerochan ...), the auto-crawling system is powered by [DeepGHS Team](https://github.com/deepghs)([huggingface organization](https://huggingface.co/deepghs)).

## List of Packages

| Name             |   Images | Size       | Download                                                                                                               | Type       | Description                                                          |
|:-----------------|---------:|:-----------|:-----------------------------------------------------------------------------------------------------------------------|:-----------|:---------------------------------------------------------------------|
| raw              |       87 | 96.52 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/esser_granbluefantasy/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |       87 | 59.29 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/esser_granbluefantasy/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      181 | 115.47 MiB | [Download](https://huggingface.co/datasets/CyberHarem/esser_granbluefantasy/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |       87 | 86.27 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/esser_granbluefantasy/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      181 | 161.45 MiB | [Download](https://huggingface.co/datasets/CyberHarem/esser_granbluefantasy/resolve/main/dataset-stage3-p480-1200.zip) | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |

### Load Raw Dataset with Waifuc

We provide raw dataset (including tagged images) for [waifuc](https://deepghs.github.io/waifuc/main/tutorials/installation/index.html) loading. If you need this, just run the following code

```python
import os
import zipfile

from huggingface_hub import hf_hub_download
from waifuc.source import LocalSource

# download raw archive file
zip_file = hf_hub_download(
    repo_id='CyberHarem/esser_granbluefantasy',
    repo_type='dataset',
    filename='dataset-raw.zip',
)

# extract files to your directory
dataset_dir = 'dataset_dir'
os.makedirs(dataset_dir, exist_ok=True)
with zipfile.ZipFile(zip_file, 'r') as zf:
    zf.extractall(dataset_dir)

# load the dataset with waifuc
source = LocalSource(dataset_dir)
for item in source:
    print(item.image, item.meta['filename'], item.meta['tags'])
```

## List of Clusters

List of tag clustering result, maybe some outfits can be mined here.

### Raw Text Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | Tags                                                                                                                                                                 |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------|
|   0 |         5 | ![](samples/0/clu0-sample0.png) | ![](samples/0/clu0-sample1.png) | ![](samples/0/clu0-sample2.png) | ![](samples/0/clu0-sample3.png) | ![](samples/0/clu0-sample4.png) | 1girl, blush, erune, simple_background, solo, white_background, bare_shoulders, cleavage, collarbone, looking_at_viewer, hair_ornament, panties, see-through, thighs |
|   1 |        12 | ![](samples/1/clu1-sample0.png) | ![](samples/1/clu1-sample1.png) | ![](samples/1/clu1-sample2.png) | ![](samples/1/clu1-sample3.png) | ![](samples/1/clu1-sample4.png) | 1girl, erune, solo, makeup, ass, bare_shoulders, leotard, looking_at_viewer, cape, handgun, holding_gun                                                              |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | blush   | erune   | simple_background   | solo   | white_background   | bare_shoulders   | cleavage   | collarbone   | looking_at_viewer   | hair_ornament   | panties   | see-through   | thighs   | makeup   | ass   | leotard   | cape   | handgun   | holding_gun   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:--------|:--------|:--------------------|:-------|:-------------------|:-----------------|:-----------|:-------------|:--------------------|:----------------|:----------|:--------------|:---------|:---------|:------|:----------|:-------|:----------|:--------------|
|   0 |         5 | ![](samples/0/clu0-sample0.png) | ![](samples/0/clu0-sample1.png) | ![](samples/0/clu0-sample2.png) | ![](samples/0/clu0-sample3.png) | ![](samples/0/clu0-sample4.png) | X       | X       | X       | X                   | X      | X                  | X                | X          | X            | X                   | X               | X         | X             | X        |          |       |           |        |           |               |
|   1 |        12 | ![](samples/1/clu1-sample0.png) | ![](samples/1/clu1-sample1.png) | ![](samples/1/clu1-sample2.png) | ![](samples/1/clu1-sample3.png) | ![](samples/1/clu1-sample4.png) | X       |         | X       |                     | X      |                    | X                |            |              | X                   |                 |           |               |          | X        | X     | X         | X      | X         | X             |