
# Dataset of melantha/メランサ/玫兰莎 (Arknights)

This is the dataset of melantha/メランサ/玫兰莎 (Arknights), containing 223 images and their tags.

The core tags of this character are `animal_ears, cat_ears, long_hair, purple_hair, bangs, animal_ear_fluff, purple_eyes, hair_between_eyes, very_long_hair, cat_girl, tail, cat_tail`, 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              |      223 | 342.32 MiB | [Download](https://huggingface.co/datasets/CyberHarem/melantha_arknights/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      223 | 172.63 MiB | [Download](https://huggingface.co/datasets/CyberHarem/melantha_arknights/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |      560 | 383.94 MiB | [Download](https://huggingface.co/datasets/CyberHarem/melantha_arknights/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      223 | 293.16 MiB | [Download](https://huggingface.co/datasets/CyberHarem/melantha_arknights/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |      560 | 577.06 MiB | [Download](https://huggingface.co/datasets/CyberHarem/melantha_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/melantha_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 |         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_gloves, black_headwear, black_jacket, ears_through_headwear, hat, long_sleeves, looking_at_viewer, official_alternate_costume, solo, white_shirt, black_bowtie, upper_body, parted_lips, simple_background, white_background, holding_book |
|   1 |         6 | ![](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, black_gloves, black_hair, holding_sword, looking_at_viewer, black_dress, black_thighhighs, choker, elbow_gloves                                                                                                                            |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | black_gloves   | black_headwear   | black_jacket   | ears_through_headwear   | hat   | long_sleeves   | looking_at_viewer   | official_alternate_costume   | solo   | white_shirt   | black_bowtie   | upper_body   | parted_lips   | simple_background   | white_background   | holding_book   | black_hair   | holding_sword   | black_dress   | black_thighhighs   | choker   | elbow_gloves   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:---------------|:-----------------|:---------------|:------------------------|:------|:---------------|:--------------------|:-----------------------------|:-------|:--------------|:---------------|:-------------|:--------------|:--------------------|:-------------------|:---------------|:-------------|:----------------|:--------------|:-------------------|:---------|:---------------|
|   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              |              |                 |               |                    |          |                |
|   1 |         6 | ![](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              |


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 melantha/メランサ/玫兰莎 (Arknights)
========================================


This is the dataset of melantha/メランサ/玫兰莎 (Arknights), containing 223 images and their tags.


The core tags of this character are 'animal\_ears, cat\_ears, long\_hair, purple\_hair, bangs, animal\_ear\_fluff, purple\_eyes, hair\_between\_eyes, very\_long\_hair, cat\_girl, tail, cat\_tail', 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