
# Dataset of type95/95式/95式 (Girls' Frontline)

This is the dataset of type95/95式/95式 (Girls' Frontline), containing 486 images and their tags.

The core tags of this character are `long_hair, breasts, black_hair, large_breasts, bangs, yellow_eyes, hair_ornament, hairband, very_long_hair, hair_flower, white_hairband`, 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              |      486 | 676.96 MiB | [Download](https://huggingface.co/datasets/CyberHarem/type95_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      486 | 369.08 MiB | [Download](https://huggingface.co/datasets/CyberHarem/type95_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |     1115 | 739.83 MiB | [Download](https://huggingface.co/datasets/CyberHarem/type95_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      486 | 588.79 MiB | [Download](https://huggingface.co/datasets/CyberHarem/type95_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |     1115 | 1.03 GiB   | [Download](https://huggingface.co/datasets/CyberHarem/type95_girlsfrontline/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/type95_girlsfrontline',
    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 |         9 | ![](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_pantyhose, bullpup, closed_mouth, holding_gun, looking_at_viewer, smile, solo, white_gloves, white_skirt, assault_rifle, between_breasts, blush, pleated_skirt, cleavage, fingerless_gloves, flower, white_shirt, cape, simple_background, white_background                                                                                                                                       |
|   1 |        17 | ![](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_pantyhose, looking_at_viewer, solo, closed_mouth, smile, white_gloves, white_shirt, white_skirt, simple_background, between_breasts, blush, pleated_skirt, white_background, cleavage, cape, flower, blunt_bangs, cowboy_shot                                                                                                                                                                     |
|   2 |         6 | ![](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, blush, looking_at_viewer, smile, solo, white_gloves, flower, simple_background, upper_body, between_breasts, closed_mouth, white_background                                                                                                                                                                                                                                                             |
|   3 |        47 | ![](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, solo, looking_at_viewer, official_alternate_costume, china_dress, white_dress, mole_under_eye, blush, black_thighhighs, blue_flower, pelvic_curtain, garter_straps, smile, thighs, white_background, closed_mouth, simple_background, holding_fan, fingerless_gloves, sitting, bridal_gauntlets, brown_thighhighs, brown_gloves, white_footwear, brown_eyes, elbow_gloves, panties, uchiwa, garter_belt |
|   4 |         9 | ![](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, cleavage, collarbone, flower, looking_at_viewer, official_alternate_costume, side-tie_bikini_bottom, simple_background, solo, white_bikini, white_thighhighs, cowboy_shot, navel, blush, white_background, closed_mouth, smile, front-tie_top, standing                                                                                                                                                 |
|   5 |         8 | ![](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, cleavage, closed_mouth, fingerless_gloves, looking_at_viewer, navel, official_alternate_costume, side-tie_bikini_bottom, smile, solo, white_bikini, white_gloves, white_thighhighs, flower, collarbone, front-tie_bikini_top, blush, cowboy_shot, full_body, standing                                                                                                                                   |
|   6 |        12 | ![](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) | long_sleeves, looking_at_viewer, pleated_skirt, 1girl, animal_ear_fluff, solo, blush, miniskirt, school_uniform, closed_mouth, grey_scarf, smile, white_scarf, official_alternate_costume, blue_sweater, plaid_skirt, thigh_strap, bag, cat_ears, grey_skirt, hat, holding, kneehighs, simple_background, sitting, white_background, white_headwear, white_socks                                               |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | black_pantyhose   | bullpup   | closed_mouth   | holding_gun   | looking_at_viewer   | smile   | solo   | white_gloves   | white_skirt   | assault_rifle   | between_breasts   | blush   | pleated_skirt   | cleavage   | fingerless_gloves   | flower   | white_shirt   | cape   | simple_background   | white_background   | blunt_bangs   | cowboy_shot   | upper_body   | official_alternate_costume   | china_dress   | white_dress   | mole_under_eye   | black_thighhighs   | blue_flower   | pelvic_curtain   | garter_straps   | thighs   | holding_fan   | sitting   | bridal_gauntlets   | brown_thighhighs   | brown_gloves   | white_footwear   | brown_eyes   | elbow_gloves   | panties   | uchiwa   | garter_belt   | collarbone   | side-tie_bikini_bottom   | white_bikini   | white_thighhighs   | navel   | front-tie_top   | standing   | front-tie_bikini_top   | full_body   | long_sleeves   | animal_ear_fluff   | miniskirt   | school_uniform   | grey_scarf   | white_scarf   | blue_sweater   | plaid_skirt   | thigh_strap   | bag   | cat_ears   | grey_skirt   | hat   | holding   | kneehighs   | white_headwear   | white_socks   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:------------------|:----------|:---------------|:--------------|:--------------------|:--------|:-------|:---------------|:--------------|:----------------|:------------------|:--------|:----------------|:-----------|:--------------------|:---------|:--------------|:-------|:--------------------|:-------------------|:--------------|:--------------|:-------------|:-----------------------------|:--------------|:--------------|:-----------------|:-------------------|:--------------|:-----------------|:----------------|:---------|:--------------|:----------|:-------------------|:-------------------|:---------------|:-----------------|:-------------|:---------------|:----------|:---------|:--------------|:-------------|:-------------------------|:---------------|:-------------------|:--------|:----------------|:-----------|:-----------------------|:------------|:---------------|:-------------------|:------------|:-----------------|:-------------|:--------------|:---------------|:--------------|:--------------|:------|:-----------|:-------------|:------|:----------|:------------|:-----------------|:--------------|
|   0 |         9 | ![](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                  |               |               |              |                              |               |               |                  |                    |               |                  |                 |          |               |           |                    |                    |                |                  |              |                |           |          |               |              |                          |                |                    |         |                 |            |                        |             |                |                    |             |                  |              |               |                |               |               |       |            |              |       |           |             |                  |               |
|   1 |        17 | ![](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             | X             |              |                              |               |               |                  |                    |               |                  |                 |          |               |           |                    |                    |                |                  |              |                |           |          |               |              |                          |                |                    |         |                 |            |                        |             |                |                    |             |                  |              |               |                |               |               |       |            |              |       |           |             |                  |               |
|   2 |         6 | ![](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 |        47 | ![](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       |                 |            | X                   |          |               |        | X                   | X                  |               |               |              | X                            | X             | X             | X                | X                  | X             | X                | X               | X        | X             | X         | X                  | X                  | X              | X                | X            | X              | X         | X        | X             |              |                          |                |                    |         |                 |            |                        |             |                |                    |             |                  |              |               |                |               |               |       |            |              |       |           |             |                  |               |
|   4 |         9 | ![](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             |              | X                            |               |               |                  |                    |               |                  |                 |          |               |           |                    |                    |                |                  |              |                |           |          |               | X            | X                        | X              | X                  | X       | X               | X          |                        |             |                |                    |             |                  |              |               |                |               |               |       |            |              |       |           |             |                  |               |
|   5 |         8 | ![](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       | X      | X              |               |                 |                   | X       |                 | X          | X                   | X        |               |        |                     |                    |               | X             |              | X                            |               |               |                  |                    |               |                  |                 |          |               |           |                    |                    |                |                  |              |                |           |          |               | X            | X                        | X              | X                  | X       |                 | X          | X                      | X           |                |                    |             |                  |              |               |                |               |               |       |            |              |       |           |             |                  |               |
|   6 |        12 | ![](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           | 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 type95/95式/95式 (Girls' Frontline)
============================================


This is the dataset of type95/95式/95式 (Girls' Frontline), containing 486 images and their tags.


The core tags of this character are 'long\_hair, breasts, black\_hair, large\_breasts, bangs, yellow\_eyes, hair\_ornament, hairband, very\_long\_hair, hair\_flower, white\_hairband', 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