
# Dataset of ishtar/イシュタル/伊什塔尔 (Fate/Grand Order)

This is the dataset of ishtar/イシュタル/伊什塔尔 (Fate/Grand Order), containing 500 images and their tags.

The core tags of this character are `long_hair, black_hair, red_eyes, two_side_up, earrings, breasts, bangs, hoop_earrings, ribbon, medium_breasts, parted_bangs, hair_ribbon`, 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 | 897.33 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/ishtar_fgo/resolve/main/dataset-raw.zip)              | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800              |      500 | 465.96 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/ishtar_fgo/resolve/main/dataset-800.zip)              | IMG+TXT    | dataset with the shorter side not exceeding 800 pixels.              |
| stage3-p480-800  |     1304 | 1000.55 MiB | [Download](https://huggingface.co/datasets/CyberHarem/ishtar_fgo/resolve/main/dataset-stage3-p480-800.zip)  | IMG+TXT    | 3-stage cropped dataset with the area not less than 480x480 pixels.  |
| 1200             |      500 | 770.23 MiB  | [Download](https://huggingface.co/datasets/CyberHarem/ishtar_fgo/resolve/main/dataset-1200.zip)             | IMG+TXT    | dataset with the shorter side not exceeding 1200 pixels.             |
| stage3-p480-1200 |     1304 | 1.42 GiB    | [Download](https://huggingface.co/datasets/CyberHarem/ishtar_fgo/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/ishtar_fgo',
    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 |        11 | ![](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, day, looking_at_viewer, solo, jewelry, smile, blue_sky, blush, outdoors, single_thighhigh, white_one-piece_swimsuit, closed_mouth, cloud, pink_thighhighs, long_sleeves, fur-trimmed_hood, hoodie, pink_jacket, barefoot, checkered_flag, holding_flag, long_legs, ankle_ribbon, black_ribbon, blurry, bow, collarbone, cowboy_shot, sparkle, very_long_hair |
|   1 |         7 | ![](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, armlet, bare_shoulders, cleavage, looking_at_viewer, navel, neck_ring, single_detached_sleeve, solo, tiara, uneven_sleeves, blush, single_thighhigh, smile, thighs, closed_mouth, hair_bow, mismatched_bikini, uneven_legwear, white_bikini, black_bow, simple_background, white_background, collarbone                                                      |
|   2 |        19 | ![](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, barefoot, long_legs, looking_at_viewer, single_thighhigh, solo, armlet, bare_shoulders, smile, uneven_legwear, anklet, single_elbow_glove, toeless_legwear, crown, uneven_sleeves, neck_ring, sitting, navel                                                                                                                                                 |
|   3 |        14 | ![](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, bare_shoulders, jewelry, looking_at_viewer, single_thighhigh, solo, crown, long_legs, smile, navel, armlet, blush, cleavage, black_thighhighs, sitting                                                                                                                                                                                                       |
|   4 |        13 | ![](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, jewelry, obi, solo, floral_print, wide_sleeves, blush, looking_at_viewer, black_gloves, holding_umbrella, red_kimono, long_sleeves, hair_ornament, oil-paper_umbrella, flower, hair_bow, parted_lips, smile, white_background                                                                                                                                |
|   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, cropped_vest, solo, two-tone_hair, bare_shoulders, fingerless_gloves, jewelry, looking_at_viewer, navel, yellow_gloves, yellow_shorts, yellow_vest, crop_top, open_vest, short_shorts, tiara, very_long_hair, belt_buckle, black_belt, midriff, black_ribbon, blush, collarbone, grin, holding, katana, sheath, small_breasts, white_background              |
|   6 |         6 | ![](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) | 1girl, black_bodysuit, cleavage_cutout, horns, solo, two-tone_hair, very_long_hair, katana, looking_at_viewer, closed_mouth, sheath, belt, covered_navel, grey_eyes, holding_sword, small_breasts                                                                                                                                                                   |

### Table Version

|   # |   Samples | Img-1                           | Img-2                           | Img-3                           | Img-4                           | Img-5                           | 1girl   | day   | looking_at_viewer   | solo   | jewelry   | smile   | blue_sky   | blush   | outdoors   | single_thighhigh   | white_one-piece_swimsuit   | closed_mouth   | cloud   | pink_thighhighs   | long_sleeves   | fur-trimmed_hood   | hoodie   | pink_jacket   | barefoot   | checkered_flag   | holding_flag   | long_legs   | ankle_ribbon   | black_ribbon   | blurry   | bow   | collarbone   | cowboy_shot   | sparkle   | very_long_hair   | armlet   | bare_shoulders   | cleavage   | navel   | neck_ring   | single_detached_sleeve   | tiara   | uneven_sleeves   | thighs   | hair_bow   | mismatched_bikini   | uneven_legwear   | white_bikini   | black_bow   | simple_background   | white_background   | anklet   | single_elbow_glove   | toeless_legwear   | crown   | sitting   | black_thighhighs   | obi   | floral_print   | wide_sleeves   | black_gloves   | holding_umbrella   | red_kimono   | hair_ornament   | oil-paper_umbrella   | flower   | parted_lips   | cropped_vest   | two-tone_hair   | fingerless_gloves   | yellow_gloves   | yellow_shorts   | yellow_vest   | crop_top   | open_vest   | short_shorts   | belt_buckle   | black_belt   | midriff   | grin   | holding   | katana   | sheath   | small_breasts   | black_bodysuit   | cleavage_cutout   | horns   | belt   | covered_navel   | grey_eyes   | holding_sword   |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:------|:--------------------|:-------|:----------|:--------|:-----------|:--------|:-----------|:-------------------|:---------------------------|:---------------|:--------|:------------------|:---------------|:-------------------|:---------|:--------------|:-----------|:-----------------|:---------------|:------------|:---------------|:---------------|:---------|:------|:-------------|:--------------|:----------|:-----------------|:---------|:-----------------|:-----------|:--------|:------------|:-------------------------|:--------|:-----------------|:---------|:-----------|:--------------------|:-----------------|:---------------|:------------|:--------------------|:-------------------|:---------|:---------------------|:------------------|:--------|:----------|:-------------------|:------|:---------------|:---------------|:---------------|:-------------------|:-------------|:----------------|:---------------------|:---------|:--------------|:---------------|:----------------|:--------------------|:----------------|:----------------|:--------------|:-----------|:------------|:---------------|:--------------|:-------------|:----------|:-------|:----------|:---------|:---------|:----------------|:-----------------|:------------------|:--------|:-------|:----------------|:------------|:----------------|
|   0 |        11 | ![](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     | X            | X             | X         | X                |          |                  |            |         |             |                          |         |                  |          |            |                     |                  |                |             |                     |                    |          |                      |                   |         |           |                    |       |                |                |                |                    |              |                 |                      |          |               |                |                 |                     |                 |                 |               |            |             |                |               |              |           |        |           |          |          |                 |                  |                   |         |        |                 |             |                 |
|   1 |         7 | ![](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                   | X                | X              | X           | X                   | X                  |          |                      |                   |         |           |                    |       |                |                |                |                    |              |                 |                      |          |               |                |                 |                     |                 |                 |               |            |             |                |               |              |           |        |           |          |          |                 |                  |                   |         |        |                 |             |                 |
|   2 |        19 | ![](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         |                    |       |                |                |                |                    |              |                 |                      |          |               |                |                 |                     |                 |                 |               |            |             |                |               |              |           |        |           |          |          |                 |                  |                   |         |        |                 |             |                 |
|   3 |        14 | ![](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                  |       |                |                |                |                    |              |                 |                      |          |               |                |                 |                     |                 |                 |               |            |             |                |               |              |           |        |           |          |          |                 |                  |                   |         |        |                 |             |                 |
|   4 |        13 | ![](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           | X              | X             | X            | X         | X      | X         | X        | X        | X               |                  |                   |         |        |                 |             |                 |
|   6 |         6 | ![](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               |


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 ishtar/イシュタル/伊什塔尔 (Fate/Grand Order)
===============================================


This is the dataset of ishtar/イシュタル/伊什塔尔 (Fate/Grand Order), containing 500 images and their tags.


The core tags of this character are 'long\_hair, black\_hair, red\_eyes, two\_side\_up, earrings, breasts, bangs, hoop\_earrings, ribbon, medium\_breasts, parted\_bangs, hair\_ribbon', 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