
# Dataset of zima/ズィマー/凛冬 (Arknights)

This is the dataset of zima/ズィマー/凛冬 (Arknights), containing 500 images and their tags.

The core tags of this character are `animal_ears, bear_ears, multicolored_hair, brown_hair, red_hair, streaked_hair, blue_eyes, long_hair, bangs`, 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 | 805.68 MiB | [Download](https://huggingface.co/datasets/CyberHarem/zima_arknights/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      500 | 405.14 MiB | [Download](https://huggingface.co/datasets/CyberHarem/zima_arknights/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |     1197 | 870.73 MiB | [Download](https://huggingface.co/datasets/CyberHarem/zima_arknights/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      500 | 679.48 MiB | [Download](https://huggingface.co/datasets/CyberHarem/zima_arknights/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |     1197 | 1.28 GiB   | [Download](https://huggingface.co/datasets/CyberHarem/zima_arknights/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/zima_arknights',
    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 |         7 | ![](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_choker, looking_at_viewer, official_alternate_costume, peaked_cap, solo, upper_body, black_jacket, black_headwear, long_sleeves, collar, open_clothes, parted_lips, simple_background, white_background                                                                                                                                                                                                                                        |
|   1 |        14 | ![](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, long_sleeves, looking_at_viewer, official_alternate_costume, red_pantyhose, solo, peaked_cap, black_jacket, open_jacket, white_skirt, black_choker, boots, shirt, black_footwear, pleated_skirt, coat, full_body, grey_eyes, standing                                                                                                                                                                                                                |
|   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, black_choker, black_jacket, black_sailor_collar, fur-trimmed_jacket, looking_at_viewer, red_neckerchief, school_uniform, shirt, solo, earbuds, open_clothes, upper_body, white_background, simple_background                                                                                                                                                                                                                                         |
|   3 |        10 | ![](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_footwear, black_jacket, black_sailor_collar, fur-trimmed_jacket, holding_axe, long_sleeves, open_clothes, red_neckerchief, red_pantyhose, shirt, solo, boots, looking_at_viewer, pleated_skirt, earbuds, black_choker, holding_weapon, full_body, serafuku, black_skirt, black_hair, sitting                                                                                                                                                   |
|   4 |         8 | ![](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_footwear, black_jacket, black_sailor_collar, black_skirt, earbuds, full_body, fur-trimmed_jacket, long_sleeves, looking_at_viewer, pleated_skirt, red_neckerchief, serafuku, solo, standing, black_choker, brown_skirt, holding_axe, open_jacket, small_breasts, socks, red_pantyhose, hair_between_eyes, miniskirt, white_background, holding_weapon, lace-up_boots, ribbed_legwear, white_cardigan, white_jacket, black_shirt, coat, hand_up |
|   5 |        16 | ![](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, black_jacket, official_alternate_costume, open_jacket, red_shirt, solo, looking_at_viewer, baseball_cap, short_sleeves, bandaid, black_shorts, earbuds, socks, bear_girl, black_footwear, holding, shoes, smile, hood, sitting                                                                                                                                                                                                                       |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | black_choker   | looking_at_viewer   | official_alternate_costume   | peaked_cap   | solo   | upper_body   | black_jacket   | black_headwear   | long_sleeves   | collar   | open_clothes   | parted_lips   | simple_background   | white_background   | red_pantyhose   | open_jacket   | white_skirt   | boots   | shirt   | black_footwear   | pleated_skirt   | coat   | full_body   | grey_eyes   | standing   | black_sailor_collar   | fur-trimmed_jacket   | red_neckerchief   | school_uniform   | earbuds   | holding_axe   | holding_weapon   | serafuku   | black_skirt   | black_hair   | sitting   | brown_skirt   | small_breasts   | socks   | hair_between_eyes   | miniskirt   | lace-up_boots   | ribbed_legwear   | white_cardigan   | white_jacket   | black_shirt   | hand_up   | red_shirt   | baseball_cap   | short_sleeves   | bandaid   | black_shorts   | bear_girl   | holding   | shoes   | smile   | hood   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:---------------|:--------------------|:-----------------------------|:-------------|:-------|:-------------|:---------------|:-----------------|:---------------|:---------|:---------------|:--------------|:--------------------|:-------------------|:----------------|:--------------|:--------------|:--------|:--------|:-----------------|:----------------|:-------|:------------|:------------|:-----------|:----------------------|:---------------------|:------------------|:-----------------|:----------|:--------------|:-----------------|:-----------|:--------------|:-------------|:----------|:--------------|:----------------|:--------|:--------------------|:------------|:----------------|:-----------------|:-----------------|:---------------|:--------------|:----------|:------------|:---------------|:----------------|:----------|:---------------|:------------|:----------|:--------|:--------|:-------|
|   0 |         7 | ![](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                  |                 |               |               |         |         |                  |                 |        |             |             |            |                       |                      |                   |                  |           |               |                  |            |               |              |           |               |                 |         |                     |             |                 |                  |                  |                |               |           |             |                |                 |           |                |             |           |         |         |        |
|   1 |        14 | ![](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 |         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                    | X                 | X                | X         |               |                  |            |               |              |           |               |                 |         |                     |             |                 |                  |                  |                |               |           |             |                |                 |           |                |             |           |         |         |        |
|   3 |        10 | ![](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         |               |                 |         |                     |             |                 |                  |                  |                |               |           |             |                |                 |           |                |             |           |         |         |        |
|   4 |         8 | ![](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             | X                | X          | X             |              |           | X             | X               | X       | X                   | X           | X               | X                | X                | X              | X             | X         |             |                |                 |           |                |             |           |         |         |        |
|   5 |        16 | ![](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      |


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 zima/ズィマー/凛冬 (Arknights)
===================================


This is the dataset of zima/ズィマー/凛冬 (Arknights), containing 500 images and their tags.


The core tags of this character are 'animal\_ears, bear\_ears, multicolored\_hair, brown\_hair, red\_hair, streaked\_hair, blue\_eyes, long\_hair, bangs', 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