
# Dataset of general_liu/劉氏歩槍/刘氏步枪 (Girls' Frontline)

This is the dataset of general_liu/劉氏歩槍/刘氏步枪 (Girls' Frontline), containing 41 images and their tags.

The core tags of this character are `black_hair, long_hair, breasts, braid, large_breasts, very_long_hair, bangs, black_eyes, hat, mole, military_hat, mole_under_eye`, 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              |       41 | 45.85 MiB | [Download](https://huggingface.co/datasets/CyberHarem/general_liu_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |       41 | 28.27 MiB | [Download](https://huggingface.co/datasets/CyberHarem/general_liu_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |       95 | 53.99 MiB | [Download](https://huggingface.co/datasets/CyberHarem/general_liu_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |       41 | 41.39 MiB | [Download](https://huggingface.co/datasets/CyberHarem/general_liu_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |       95 | 73.71 MiB | [Download](https://huggingface.co/datasets/CyberHarem/general_liu_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/general_liu_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 |        12 | ![](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, looking_at_viewer, solo, white_gloves, blush, boots, holding_gun, rifle, black_footwear, closed_mouth, full_body, single_braid, smile, thigh_strap, military_uniform, thighs, belt, bow, cleavage, earrings, official_alternate_costume, simple_background, sword, torn_clothes, white_background, white_headwear                                                                                                   |
|   1 |         5 | ![](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, looking_at_viewer, military_uniform, solo, blush, simple_background, peaked_cap, smile, white_background, cleavage, closed_mouth, cowboy_shot, jacket, long_sleeves, open_mouth, thigh_strap, white_gloves                                                                                                                                                                                                          |
|   2 |         8 | ![](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, smile, china_dress, fox_ears, fox_tail, looking_at_viewer, nail_polish, solo, white_dress, hair_flower, blush, multiple_tails, red_nails, sitting, thigh_strap, white_rose, bare_legs, barefoot, bead_bracelet, cleavage_cutout, closed_mouth, feet, fingernails, full_body, hair_over_one_eye, leg_ribbon, necklace, official_alternate_costume, oil-paper_umbrella, simple_background, toe_ring, white_background |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | looking_at_viewer   | solo   | white_gloves   | blush   | boots   | holding_gun   | rifle   | black_footwear   | closed_mouth   | full_body   | single_braid   | smile   | thigh_strap   | military_uniform   | thighs   | belt   | bow   | cleavage   | earrings   | official_alternate_costume   | simple_background   | sword   | torn_clothes   | white_background   | white_headwear   | peaked_cap   | cowboy_shot   | jacket   | long_sleeves   | open_mouth   | china_dress   | fox_ears   | fox_tail   | nail_polish   | white_dress   | hair_flower   | multiple_tails   | red_nails   | sitting   | white_rose   | bare_legs   | barefoot   | bead_bracelet   | cleavage_cutout   | feet   | fingernails   | hair_over_one_eye   | leg_ribbon   | necklace   | oil-paper_umbrella   | toe_ring   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:--------------------|:-------|:---------------|:--------|:--------|:--------------|:--------|:-----------------|:---------------|:------------|:---------------|:--------|:--------------|:-------------------|:---------|:-------|:------|:-----------|:-----------|:-----------------------------|:--------------------|:--------|:---------------|:-------------------|:-----------------|:-------------|:--------------|:---------|:---------------|:-------------|:--------------|:-----------|:-----------|:--------------|:--------------|:--------------|:-----------------|:------------|:----------|:-------------|:------------|:-----------|:----------------|:------------------|:-------|:--------------|:--------------------|:-------------|:-----------|:---------------------|:-----------|
|   0 |        12 | ![](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       | X              | X                  | X                |              |               |          |                |              |               |            |            |               |               |               |                  |             |           |              |             |            |                 |                   |        |               |                     |              |            |                      |            |
|   1 |         5 | ![](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            |               |            |            |               |               |               |                  |             |           |              |             |            |                 |                   |        |               |                     |              |            |                      |            |
|   2 |         8 | ![](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             | 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 general\_liu/劉氏歩槍/刘氏步枪 (Girls' Frontline)
====================================================


This is the dataset of general\_liu/劉氏歩槍/刘氏步枪 (Girls' Frontline), containing 41 images and their tags.


The core tags of this character are 'black\_hair, long\_hair, breasts, braid, large\_breasts, very\_long\_hair, bangs, black\_eyes, hat, mole, military\_hat, mole\_under\_eye', 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