
# Dataset of bb/BB/BB (Fate/Grand Order)

This is the dataset of bb/BB/BB (Fate/Grand Order), containing 500 images and their tags.

The core tags of this character are `long_hair, purple_hair, breasts, ribbon, very_long_hair, hair_ribbon, purple_eyes, large_breasts, bangs, red_ribbon, neck_ribbon`, 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              |      500 | 730.38 MiB | [Download](https://huggingface.co/datasets/CyberHarem/bb_fgo/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      500 | 405.54 MiB | [Download](https://huggingface.co/datasets/CyberHarem/bb_fgo/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |     1272 | 881.61 MiB | [Download](https://huggingface.co/datasets/CyberHarem/bb_fgo/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      500 | 643.40 MiB | [Download](https://huggingface.co/datasets/CyberHarem/bb_fgo/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |     1272 | 1.24 GiB   | [Download](https://huggingface.co/datasets/CyberHarem/bb_fgo/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/bb_fgo',
    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, black_skirt, blush, high-waist_skirt, holding_wand, long_sleeves, looking_at_viewer, open_clothes, simple_background, solo, white_background, white_gloves, wide_sleeves, black_thighhighs, closed_mouth, smile, white_shirt, black_coat, hair_between_eyes, >:), black_footwear, hand_on_hip, pleated_skirt                                                                  |
|   1 |        26 | ![](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, black_coat, black_skirt, high-waist_skirt, long_sleeves, open_coat, popped_collar, solo, white_gloves, white_leotard, blush, looking_at_viewer, thighs, wide_sleeves, smile, open_mouth, black_thighhighs, wand                                                                                                                                                               |
|   2 |         5 | ![](samples/2/clu2-sample0.png) | ![](samples/2/clu2-sample1.png) | ![](samples/2/clu2-sample2.png) | ![](samples/2/clu2-sample3.png) | ![](samples/2/clu2-sample4.png) | 1girl, holding, looking_at_viewer, skirt, smile, solo, white_gloves, open_mouth, black_thighhighs, wand, blush, long_sleeves                                                                                                                                                                                                                                                         |
|   3 |         5 | ![](samples/3/clu3-sample0.png) | ![](samples/3/clu3-sample1.png) | ![](samples/3/clu3-sample2.png) | ![](samples/3/clu3-sample3.png) | ![](samples/3/clu3-sample4.png) | 1girl, smile, solo, white_gloves, looking_at_viewer, thighhighs                                                                                                                                                                                                                                                                                                                      |
|   4 |         5 | ![](samples/4/clu4-sample0.png) | ![](samples/4/clu4-sample1.png) | ![](samples/4/clu4-sample2.png) | ![](samples/4/clu4-sample3.png) | ![](samples/4/clu4-sample4.png) | 1girl, black_thighhighs, lace-trimmed_legwear, looking_at_viewer, smile, solo, white_gloves, petals, skirt, one_eye_closed, sitting                                                                                                                                                                                                                                                  |
|   5 |         7 | ![](samples/5/clu5-sample0.png) | ![](samples/5/clu5-sample1.png) | ![](samples/5/clu5-sample2.png) | ![](samples/5/clu5-sample3.png) | ![](samples/5/clu5-sample4.png) | 1girl, lace-trimmed_legwear, solo, black_thighhighs                                                                                                                                                                                                                                                                                                                                  |
|   6 |        22 | ![](samples/6/clu6-sample0.png) | ![](samples/6/clu6-sample1.png) | ![](samples/6/clu6-sample2.png) | ![](samples/6/clu6-sample3.png) | ![](samples/6/clu6-sample4.png) | 1girl, looking_at_viewer, solo, bare_shoulders, blush, cleavage, smile, collarbone, baseball_cap, single_braid, long_sleeves, white_bikini, white_headwear, yellow_jacket, off_shoulder, thighs, yellow_skirt, star_hat_ornament, navel, backwards_hat, blue_sky, day, outdoors, cropped_jacket, one_eye_closed, tongue_out                                                          |
|   7 |        23 | ![](samples/7/clu7-sample0.png) | ![](samples/7/clu7-sample1.png) | ![](samples/7/clu7-sample2.png) | ![](samples/7/clu7-sample3.png) | ![](samples/7/clu7-sample4.png) | 1girl, bare_shoulders, black_gloves, blush, looking_at_viewer, tan, fingerless_gloves, purple_bikini, solo, star_hair_ornament, cleavage, collarbone, smile, hairband, black_thighhighs, micro_shorts, tongue_out, white_belt, black_garter_belt, dark-skinned_female, bead_bracelet, star_earrings, navel, thighs, black_shorts, one_eye_closed, gyaru, closed_mouth, purple_ribbon |
|   8 |         7 | ![](samples/8/clu8-sample0.png) | ![](samples/8/clu8-sample1.png) | ![](samples/8/clu8-sample2.png) | ![](samples/8/clu8-sample3.png) | ![](samples/8/clu8-sample4.png) | 1girl, cleavage, nurse_cap, solo, blush, looking_at_viewer, short_sleeves, smile, white_dress, wrist_cuffs, glasses, collarbone, syringe, white_choker, white_thighhighs, closed_mouth, hands_up, open_mouth, short_dress                                                                                                                                                            |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | black_skirt   | blush   | high-waist_skirt   | holding_wand   | long_sleeves   | looking_at_viewer   | open_clothes   | simple_background   | solo   | white_background   | white_gloves   | wide_sleeves   | black_thighhighs   | closed_mouth   | smile   | white_shirt   | black_coat   | hair_between_eyes   | >:)   | black_footwear   | hand_on_hip   | pleated_skirt   | open_coat   | popped_collar   | white_leotard   | thighs   | open_mouth   | wand   | holding   | skirt   | thighhighs   | lace-trimmed_legwear   | petals   | one_eye_closed   | sitting   | bare_shoulders   | cleavage   | collarbone   | baseball_cap   | single_braid   | white_bikini   | white_headwear   | yellow_jacket   | off_shoulder   | yellow_skirt   | star_hat_ornament   | navel   | backwards_hat   | blue_sky   | day   | outdoors   | cropped_jacket   | tongue_out   | black_gloves   | tan   | fingerless_gloves   | purple_bikini   | star_hair_ornament   | hairband   | micro_shorts   | white_belt   | black_garter_belt   | dark-skinned_female   | bead_bracelet   | star_earrings   | black_shorts   | gyaru   | purple_ribbon   | nurse_cap   | short_sleeves   | white_dress   | wrist_cuffs   | glasses   | syringe   | white_choker   | white_thighhighs   | hands_up   | short_dress   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:--------------|:--------|:-------------------|:---------------|:---------------|:--------------------|:---------------|:--------------------|:-------|:-------------------|:---------------|:---------------|:-------------------|:---------------|:--------|:--------------|:-------------|:--------------------|:------|:-----------------|:--------------|:----------------|:------------|:----------------|:----------------|:---------|:-------------|:-------|:----------|:--------|:-------------|:-----------------------|:---------|:-----------------|:----------|:-----------------|:-----------|:-------------|:---------------|:---------------|:---------------|:-----------------|:----------------|:---------------|:---------------|:--------------------|:--------|:----------------|:-----------|:------|:-----------|:-----------------|:-------------|:---------------|:------|:--------------------|:----------------|:---------------------|:-----------|:---------------|:-------------|:--------------------|:----------------------|:----------------|:----------------|:---------------|:--------|:----------------|:------------|:----------------|:--------------|:--------------|:----------|:----------|:---------------|:-------------------|:-----------|:--------------|
|   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                  | X              | X       | X             | X            | X                   | X     | X                | X             | X               |             |                 |                 |          |              |        |           |         |              |                        |          |                  |           |                  |            |              |                |                |                |                  |                 |                |                |                     |         |                 |            |       |            |                  |              |                |       |                     |                 |                      |            |                |              |                     |                       |                 |                 |                |         |                 |             |                 |               |               |           |           |                |                    |            |               |
|   1 |        26 | ![](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       |               | X            |                     |       |                  |               |                 | X           | X               | X               | X        | X            | X      |           |         |              |                        |          |                  |           |                  |            |              |                |                |                |                  |                 |                |                |                     |         |                 |            |       |            |                  |              |                |       |                     |                 |                      |            |                |              |                     |                       |                 |                 |                |         |                 |             |                 |               |               |           |           |                |                    |            |               |
|   2 |         5 | ![](samples/2/clu2-sample0.png) | ![](samples/2/clu2-sample1.png) | ![](samples/2/clu2-sample2.png) | ![](samples/2/clu2-sample3.png) | ![](samples/2/clu2-sample4.png) | X       |               | X       |                    |                | X              | X                   |                |                     | X      |                    | X              |                | X                  |                | X       |               |              |                     |       |                  |               |                 |             |                 |                 |          | X            | X      | X         | X       |              |                        |          |                  |           |                  |            |              |                |                |                |                  |                 |                |                |                     |         |                 |            |       |            |                  |              |                |       |                     |                 |                      |            |                |              |                     |                       |                 |                 |                |         |                 |             |                 |               |               |           |           |                |                    |            |               |
|   3 |         5 | ![](samples/3/clu3-sample0.png) | ![](samples/3/clu3-sample1.png) | ![](samples/3/clu3-sample2.png) | ![](samples/3/clu3-sample3.png) | ![](samples/3/clu3-sample4.png) | X       |               |         |                    |                |                | X                   |                |                     | X      |                    | X              |                |                    |                | X       |               |              |                     |       |                  |               |                 |             |                 |                 |          |              |        |           |         | X            |                        |          |                  |           |                  |            |              |                |                |                |                  |                 |                |                |                     |         |                 |            |       |            |                  |              |                |       |                     |                 |                      |            |                |              |                     |                       |                 |                 |                |         |                 |             |                 |               |               |           |           |                |                    |            |               |
|   4 |         5 | ![](samples/4/clu4-sample0.png) | ![](samples/4/clu4-sample1.png) | ![](samples/4/clu4-sample2.png) | ![](samples/4/clu4-sample3.png) | ![](samples/4/clu4-sample4.png) | X       |               |         |                    |                |                | X                   |                |                     | X      |                    | X              |                | X                  |                | X       |               |              |                     |       |                  |               |                 |             |                 |                 |          |              |        |           | X       |              | X                      | X        | X                | X         |                  |            |              |                |                |                |                  |                 |                |                |                     |         |                 |            |       |            |                  |              |                |       |                     |                 |                      |            |                |              |                     |                       |                 |                 |                |         |                 |             |                 |               |               |           |           |                |                    |            |               |
|   5 |         7 | ![](samples/5/clu5-sample0.png) | ![](samples/5/clu5-sample1.png) | ![](samples/5/clu5-sample2.png) | ![](samples/5/clu5-sample3.png) | ![](samples/5/clu5-sample4.png) | X       |               |         |                    |                |                |                     |                |                     | X      |                    |                |                | X                  |                |         |               |              |                     |       |                  |               |                 |             |                 |                 |          |              |        |           |         |              | X                      |          |                  |           |                  |            |              |                |                |                |                  |                 |                |                |                     |         |                 |            |       |            |                  |              |                |       |                     |                 |                      |            |                |              |                     |                       |                 |                 |                |         |                 |             |                 |               |               |           |           |                |                    |            |               |
|   6 |        22 | ![](samples/6/clu6-sample0.png) | ![](samples/6/clu6-sample1.png) | ![](samples/6/clu6-sample2.png) | ![](samples/6/clu6-sample3.png) | ![](samples/6/clu6-sample4.png) | X       |               | X       |                    |                | X              | X                   |                |                     | X      |                    |                |                |                    |                | X       |               |              |                     |       |                  |               |                 |             |                 |                 | X        |              |        |           |         |              |                        |          | X                |           | X                | X          | X            | X              | X              | X              | X                | X               | X              | X              | X                   | X       | X               | X          | X     | X          | X                | X            |                |       |                     |                 |                      |            |                |              |                     |                       |                 |                 |                |         |                 |             |                 |               |               |           |           |                |                    |            |               |
|   7 |        23 | ![](samples/7/clu7-sample0.png) | ![](samples/7/clu7-sample1.png) | ![](samples/7/clu7-sample2.png) | ![](samples/7/clu7-sample3.png) | ![](samples/7/clu7-sample4.png) | X       |               | X       |                    |                |                | X                   |                |                     | X      |                    |                |                | X                  | X              | X       |               |              |                     |       |                  |               |                 |             |                 |                 | X        |              |        |           |         |              |                        |          | X                |           | X                | X          | X            |                |                |                |                  |                 |                |                |                     | X       |                 |            |       |            |                  | X            | X              | X     | X                   | X               | X                    | X          | X              | X            | X                   | X                     | X               | X               | X              | X       | X               |             |                 |               |               |           |           |                |                    |            |               |
|   8 |         7 | ![](samples/8/clu8-sample0.png) | ![](samples/8/clu8-sample1.png) | ![](samples/8/clu8-sample2.png) | ![](samples/8/clu8-sample3.png) | ![](samples/8/clu8-sample4.png) | X       |               | X       |                    |                |                | X                   |                |                     | X      |                    |                |                |                    | X              | X       |               |              |                     |       |                  |               |                 |             |                 |                 |          | X            |        |           |         |              |                        |          |                  |           |                  | X          | X            |                |                |                |                  |                 |                |                |                     |         |                 |            |       |            |                  |              |                |       |                     |                 |                      |            |                |              |                     |                       |                 |                 |                |         |                 | X           | X               | X             | X             | X         | X         | X              | X                  | X          | X             |


task_categories:text-to-image size_categories:n<1K license:mit art not-for-all-audiences region:us
{"license": "mit", "size_categories": ["n<1K"], "task_categories": ["text-to-image"], "tags": ["art", "not-for-all-audiences"]}
TAGS
#task_categories-text-to-image #size_categories-n<1K #license-mit #art #not-for-all-audiences #region-us 

Dataset of bb/BB/BB (Fate/Grand Order)
======================================


This is the dataset of bb/BB/BB (Fate/Grand Order), containing 500 images and their tags.


The core tags of this character are 'long\_hair, purple\_hair, breasts, ribbon, very\_long\_hair, hair\_ribbon, purple\_eyes, large\_breasts, bangs, red\_ribbon, neck\_ribbon', 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(huggingface organization).


List of Packages
----------------



### Load Raw Dataset with Waifuc


We provide raw dataset (including tagged images) for waifuc loading. If you need this, just run the following code


List of Clusters
----------------


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


### Raw Text Version



### Table Version




### Load Raw Dataset with Waifuc


We provide raw dataset (including tagged images) for waifuc loading. If you need this, just run the following code


List of Clusters
----------------


List of tag clustering result, maybe some outfits can be mined here. ### Raw Text Version ### Table Version
TAGS
#task_categories-text-to-image #size_categories-n<1K #license-mit #art #not-for-all-audiences #region-us 
 ### Load Raw Dataset with Waifuc


We provide raw dataset (including tagged images) for waifuc loading. If you need this, just run the following code


List of Clusters
----------------


List of tag clustering result, maybe some outfits can be mined here. ### Raw Text Version ### Table Version
passage: TAGS
#task_categories-text-to-image #size_categories-n<1K #license-mit #art #not-for-all-audiences #region-us 
### Load Raw Dataset with Waifuc


We provide raw dataset (including tagged images) for waifuc loading. If you need this, just run the following code


List of Clusters
----------------


List of tag clustering result, maybe some outfits can be mined here.### Raw Text Version### Table Version