
# Dataset of tmp/TMP/TMP (Girls' Frontline)

This is the dataset of tmp/TMP/TMP (Girls' Frontline), containing 185 images and their tags.

The core tags of this character are `animal_ears, long_hair, cat_ears, fake_animal_ears, headphones, cat_ear_headphones, green_eyes, animal_ear_headphones, blonde_hair, bangs, cat_tail, tail, very_long_hair, bow, tail_ornament, hair_between_eyes, breasts, tail_bow`, 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              |      185 | 237.57 MiB | [Download](https://huggingface.co/datasets/CyberHarem/tmp_girlsfrontline/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      185 | 129.17 MiB | [Download](https://huggingface.co/datasets/CyberHarem/tmp_girlsfrontline/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      447 | 284.57 MiB | [Download](https://huggingface.co/datasets/CyberHarem/tmp_girlsfrontline/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      185 | 208.82 MiB | [Download](https://huggingface.co/datasets/CyberHarem/tmp_girlsfrontline/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      447 | 418.46 MiB | [Download](https://huggingface.co/datasets/CyberHarem/tmp_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/tmp_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 |        17 | ![](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, simple_background, solo, looking_at_viewer, white_background, black_gloves, black_jacket, half_gloves, thigh_strap, black_leotard, long_sleeves, small_breasts                                                                                                                                                                                                                                                                                                     |
|   1 |        21 | ![](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, solo, submachine_gun, holding_gun, blush, looking_at_viewer, black_gloves, character_name, long_sleeves, black_jacket, object_namesake, white_background, simple_background, thigh_strap, full_body                                                                                                                                                                                                                                                                       |
|   2 |         7 | ![](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, black_leotard, blush, skindentation, solo, closed_mouth, covered_navel, groin, looking_at_viewer, simple_background, small_breasts, thigh_strap, white_background, character_name, sidelocks, ass_visible_through_thighs, bare_shoulders, highleg_leotard, cowboy_shot, head_tilt                                                                                                                                                                                         |
|   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, black_gloves, blue_skirt, blush, hair_bell, hair_bow, jingle_bell, looking_at_viewer, paw_gloves, pleated_skirt, serafuku, short_sleeves, solo, two_side_up, white_shirt, black_bow, black_thighhighs, cat_girl, simple_background, tail_bell, thigh_strap, blue_sailor_collar, choker, official_alternate_costume, open_mouth, red_neckerchief, tail_raised, white_background, arm_up, ass, crop_top, midriff, miniskirt, navel, no_panties, randoseru, red_bag, sitting |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | blush   | simple_background   | solo   | looking_at_viewer   | white_background   | black_gloves   | black_jacket   | half_gloves   | thigh_strap   | black_leotard   | long_sleeves   | small_breasts   | submachine_gun   | holding_gun   | character_name   | object_namesake   | full_body   | skindentation   | closed_mouth   | covered_navel   | groin   | sidelocks   | ass_visible_through_thighs   | bare_shoulders   | highleg_leotard   | cowboy_shot   | head_tilt   | blue_skirt   | hair_bell   | hair_bow   | jingle_bell   | paw_gloves   | pleated_skirt   | serafuku   | short_sleeves   | two_side_up   | white_shirt   | black_bow   | black_thighhighs   | cat_girl   | tail_bell   | blue_sailor_collar   | choker   | official_alternate_costume   | open_mouth   | red_neckerchief   | tail_raised   | arm_up   | ass   | crop_top   | midriff   | miniskirt   | navel   | no_panties   | randoseru   | red_bag   | sitting   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:--------|:--------------------|:-------|:--------------------|:-------------------|:---------------|:---------------|:--------------|:--------------|:----------------|:---------------|:----------------|:-----------------|:--------------|:-----------------|:------------------|:------------|:----------------|:---------------|:----------------|:--------|:------------|:-----------------------------|:-----------------|:------------------|:--------------|:------------|:-------------|:------------|:-----------|:--------------|:-------------|:----------------|:-----------|:----------------|:--------------|:--------------|:------------|:-------------------|:-----------|:------------|:---------------------|:---------|:-----------------------------|:-------------|:------------------|:--------------|:---------|:------|:-----------|:----------|:------------|:--------|:-------------|:------------|:----------|:----------|
|   0 |        17 | ![](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               |                  |               |                  |                   |             |                 |                |                 |         |             |                              |                  |                   |               |             |              |             |            |               |              |                 |            |                 |               |               |             |                    |            |             |                      |          |                              |              |                   |               |          |       |            |           |             |         |              |             |           |           |
|   1 |        21 | ![](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           |                 |                |                 |         |             |                              |                  |                   |               |             |              |             |            |               |              |                 |            |                 |               |               |             |                    |            |             |                      |          |                              |              |                   |               |          |       |            |           |             |         |              |             |           |           |
|   2 |         7 | ![](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           |              |             |            |               |              |                 |            |                 |               |               |             |                    |            |             |                      |          |                              |              |                   |               |          |       |            |           |             |         |              |             |           |           |
|   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                  | 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 tmp/TMP/TMP (Girls' Frontline)
=========================================


This is the dataset of tmp/TMP/TMP (Girls' Frontline), containing 185 images and their tags.


The core tags of this character are 'animal\_ears, long\_hair, cat\_ears, fake\_animal\_ears, headphones, cat\_ear\_headphones, green\_eyes, animal\_ear\_headphones, blonde\_hair, bangs, cat\_tail, tail, very\_long\_hair, bow, tail\_ornament, hair\_between\_eyes, breasts, tail\_bow', 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