CyberHarem/illyasviel_von_einzbern_fgo

---
license: mit
task_categories:
- text-to-image
tags:
- art
- not-for-all-audiences
size_categories:
- n<1K
---

# Dataset of illyasviel_von_einzbern/イリヤスフィール・フォン・アインツベルン/伊莉雅丝菲尔·冯·爱因兹贝伦 (Fate/Grand Order)

This is the dataset of illyasviel_von_einzbern/イリヤスフィール・フォン・アインツベルン/伊莉雅丝菲尔·冯·爱因兹贝伦 (Fate/Grand Order), containing 500 images and their tags.

The core tags of this character are `long_hair, red_eyes, white_hair, hair_between_eyes`, 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 | 647.51 MiB | [Download](https://huggingface.co/datasets/CyberHarem/illyasviel_von_einzbern_fgo/resolve/main/dataset-raw.zip) | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 1200 | 500 | 576.37 MiB | [Download](https://huggingface.co/datasets/CyberHarem/illyasviel_von_einzbern_fgo/resolve/main/dataset-1200.zip) | IMG+TXT | dataset with the shorter side not exceeding 1200 pixels. |
| stage3-p480-1200 | 1196 | 1.10 GiB | [Download](https://huggingface.co/datasets/CyberHarem/illyasviel_von_einzbern_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/illyasviel_von_einzbern_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 | 8 |  |  |  |  |  | 1girl, looking_at_viewer, smile, solo, upper_body, blush, closed_mouth, purple_shirt, long_sleeves, collared_shirt, simple_background, pink_ascot, white_background, cropped_torso |
| 1 | 6 |  |  |  |  |  | 1girl, ascot, frilled_skirt, long_sleeves, looking_at_viewer, purple_shirt, solo, white_skirt, floating_hair, simple_background, standing, boots, full_body, open_mouth, purple_footwear, :d, collared_shirt, white_background |
| 2 | 10 |  |  |  |  |  | 1girl, long_sleeves, looking_at_viewer, papakha, purple_headwear, smile, solo, dress, white_scarf, purple_capelet, purple_coat, blush, closed_mouth, floating_hair, arms_behind_back, standing |
| 3 | 20 |  |  |  |  |  | 1girl, papakha, purple_headwear, solo, looking_at_viewer, white_scarf, open_mouth, smile, purple_coat, upper_body |
| 4 | 6 |  |  |  |  |  | 1girl, black_skirt, homurahara_academy_school_uniform, neck_ribbon, pleated_skirt, red_ribbon, solo, white_shirt, blonde_hair, kneehighs, looking_at_viewer, puffy_short_sleeves, white_socks, blush, collared_shirt, :d, backpack, beret, brown_footwear, full_body, loafers, open_mouth, sailor_collar, small_breasts, star_(symbol), white_background |
| 5 | 46 |  |  |  |  |  | 1girl, solo, looking_at_viewer, feather_hair_ornament, magical_girl, blush, blonde_hair, thighhighs, two_side_up, white_gloves, open_mouth, elbow_gloves, skirt, thigh_boots, bare_shoulders, detached_sleeves, pink_footwear, holding_wand, small_breasts, white_background, pink_dress, :d |
| 6 | 5 |  |  |  |  |  | 1girl, blush, looking_at_viewer, solo, white_dress, day, open_mouth, outdoors, sundress, :d, armpits, bare_shoulders, blue_sky, collarbone, sleeveless_dress, cloud, flower_field, hands_on_headwear, hat, sidelocks, small_breasts, sunflower, water |
| 7 | 10 |  |  |  |  |  | blush, nipples, open_mouth, small_breasts, 1boy, 1girl, hetero, loli, navel, sidelocks, sex, collarbone, nude, pussy, spread_legs, sweat, vaginal, penis, solo_focus, looking_at_viewer, censored, on_back, thighs, tongue, two_side_up |
| 8 | 10 |  |  |  |  |  | 1boy, 1girl, blush, hetero, loli, sweat, nude, solo_focus, bar_censor, fellatio, penis, male_pubic_hair, sidelocks, testicles, erection, collarbone, small_breasts, tongue_out |
| 9 | 14 |  |  |  |  |  | 1girl, blush, looking_at_viewer, wide_sleeves, floral_print, long_sleeves, obi, solo, smile, pink_kimono, print_kimono, sidelocks, closed_mouth, hair_flower, open_mouth, outdoors |
| 10 | 7 |  |  |  |  |  | 1girl, cat_ears, cat_tail, fake_animal_ears, hair_bell, hair_ribbon, jingle_bell, looking_at_viewer, red_ribbon, solo, bare_shoulders, black_gloves, black_leotard, blonde_hair, blush, elbow_gloves, fur_trim, official_alternate_costume, paw_gloves, simple_background, animal_ear_fluff, fur_collar, hairband, open_mouth, small_breasts, tail_ribbon, ass, tail_bell, white_background, center_opening, heart, looking_back, navel, paw_pose |
| 11 | 5 |  |  |  |  |  | 1girl, demon_girl, demon_tail, demon_wings, elbow_gloves, hairband, halloween, open_mouth, solo, :d, demon_horns, frills, red_gloves, bat_(animal), blush, crescent_moon, looking_at_viewer, skirt, bare_shoulders, dress, ghost, red_footwear, shoes, socks |
| 12 | 8 |  |  |  |  |  | 1girl, cosplay, looking_at_viewer, solo, black_scarf, blush, short_jumpsuit, torn_scarf, hood_up, arm_wrap, bare_shoulders, full_body, simple_background, skull_mask, thighhighs, white_background, bandages, closed_mouth, mask_on_head, sleeveless, smile, asymmetrical_legwear, light_brown_hair, sitting, small_breasts, standing, torn_clothes, weapon |

### Table Version

| # | Samples | Img-1 | Img-2 | Img-3 | Img-4 | Img-5 | 1girl | looking_at_viewer | smile | solo | upper_body | blush | closed_mouth | purple_shirt | long_sleeves | collared_shirt | simple_background | pink_ascot | white_background | cropped_torso | ascot | frilled_skirt | white_skirt | floating_hair | standing | boots | full_body | open_mouth | purple_footwear | :d | papakha | purple_headwear | dress | white_scarf | purple_capelet | purple_coat | arms_behind_back | black_skirt | homurahara_academy_school_uniform | neck_ribbon | pleated_skirt | red_ribbon | white_shirt | blonde_hair | kneehighs | puffy_short_sleeves | white_socks | backpack | beret | brown_footwear | loafers | sailor_collar | small_breasts | star_(symbol) | feather_hair_ornament | magical_girl | thighhighs | two_side_up | white_gloves | elbow_gloves | skirt | thigh_boots | bare_shoulders | detached_sleeves | pink_footwear | holding_wand | pink_dress | white_dress | day | outdoors | sundress | armpits | blue_sky | collarbone | sleeveless_dress | cloud | flower_field | hands_on_headwear | hat | sidelocks | sunflower | water | nipples | 1boy | hetero | loli | navel | sex | nude | pussy | spread_legs | sweat | vaginal | penis | solo_focus | censored | on_back | thighs | tongue | bar_censor | fellatio | male_pubic_hair | testicles | erection | tongue_out | wide_sleeves | floral_print | obi | pink_kimono | print_kimono | hair_flower | cat_ears | cat_tail | fake_animal_ears | hair_bell | hair_ribbon | jingle_bell | black_gloves | black_leotard | fur_trim | official_alternate_costume | paw_gloves | animal_ear_fluff | fur_collar | hairband | tail_ribbon | ass | tail_bell | center_opening | heart | looking_back | paw_pose | demon_girl | demon_tail | demon_wings | halloween | demon_horns | frills | red_gloves | bat_(animal) | crescent_moon | ghost | red_footwear | shoes | socks | cosplay | black_scarf | short_jumpsuit | torn_scarf | hood_up | arm_wrap | skull_mask | bandages | mask_on_head | sleeveless | asymmetrical_legwear | light_brown_hair | sitting | torn_clothes | weapon |
|----:|----------:|:----------------------------------|:----------------------------------|:----------------------------------|:----------------------------------|:----------------------------------|:--------|:--------------------|:--------|:-------|:-------------|:--------|:---------------|:---------------|:---------------|:-----------------|:--------------------|:-------------|:-------------------|:----------------|:--------|:----------------|:--------------|:----------------|:-----------|:--------|:------------|:-------------|:------------------|:-----|:----------|:------------------|:--------|:--------------|:-----------------|:--------------|:-------------------|:--------------|:------------------------------------|:--------------|:----------------|:-------------|:--------------|:--------------|:------------|:----------------------|:--------------|:-----------|:--------|:-----------------|:----------|:----------------|:----------------|:----------------|:------------------------|:---------------|:-------------|:--------------|:---------------|:---------------|:--------|:--------------|:-----------------|:-------------------|:----------------|:---------------|:-------------|:--------------|:------|:-----------|:-----------|:----------|:-----------|:-------------|:-------------------|:--------|:---------------|:--------------------|:------|:------------|:------------|:--------|:----------|:-------|:---------|:-------|:--------|:------|:-------|:--------|:--------------|:--------|:----------|:--------|:-------------|:-----------|:----------|:---------|:---------|:-------------|:-----------|:------------------|:------------|:-----------|:-------------|:---------------|:---------------|:------|:--------------|:---------------|:--------------|:-----------|:-----------|:-------------------|:------------|:--------------|:--------------|:---------------|:----------------|:-----------|:-----------------------------|:-------------|:-------------------|:-------------|:-----------|:--------------|:------|:------------|:-----------------|:--------|:---------------|:-----------|:-------------|:-------------|:--------------|:------------|:--------------|:---------|:-------------|:---------------|:----------------|:--------|:---------------|:--------|:--------|:----------|:--------------|:-----------------|:-------------|:----------|:-----------|:-------------|:-----------|:---------------|:-------------|:-----------------------|:-------------------|:----------|:---------------|:---------|
| 0 | 8 |  |  |  |  |  | X | X | X | X | X | X | X | X | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 1 | 6 |  |  |  |  |  | X | X | | X | | | | X | X | X | X | | X | | X | X | X | X | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 2 | 10 |  |  |  |  |  | X | X | X | X | | X | X | | X | | | | | | | | | X | X | | | | | | X | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 3 | 20 |  |  |  |  |  | X | X | X | X | X | | | | | | | | | | | | | | | | | X | | | X | X | | X | | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 4 | 6 |  |  |  |  |  | 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 | 46 |  |  |  |  |  | X | X | | X | | X | | | | | | | X | | | | | | | | | X | | X | | | | | | | | | | | | | | X | | | | | | | | | X | | X | X | X | X | X | X | X | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 6 | 5 |  |  |  |  |  | X | X | | X | | X | | | | | | | | | | | | | | | | X | | X | | | | | | | | | | | | | | | | | | | | | | | X | | | | | | | | | | X | | | | | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 7 | 10 |  |  |  |  |  | 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 | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 8 | 10 |  |  |  |  |  | X | | | | | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | X | | | | | | | | | | | | | | | | | | | | | X | | | | | | X | | | | X | X | X | | | X | | | X | | X | X | | | | | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 9 | 14 |  |  |  |  |  | X | X | X | X | | X | X | | X | | | | | | | | | | | | | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | X | | | | | | | | | | X | | | | | | | | | | | | | | | | | | | | | | | | | | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 10 | 7 |  |  |  |  |  | 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 | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 11 | 5 |  |  |  |  |  | X | X | | X | | X | | | | | | | | | | | | | | | | X | | X | | | X | | | | | | | | | | | | | | | | | | | | | | | | | | | X | X | | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | X | | | | | | | | X | X | X | X | X | X | X | X | X | X | X | X | X | | | | | | | | | | | | | | | |
| 12 | 8 |  |  |  |  |  | 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 |

原始信息汇总

数据集概述

数据集信息

• 名称: illyasviel_von_einzbern/イリヤスフィール・フォン・アインツベルン/伊莉雅丝菲尔·冯·爱因兹贝伦 (Fate/Grand Order)
• 描述: 包含500张图片及其标签的数据集，主要角色标签为long_hair, red_eyes, white_hair, hair_between_eyes。
• 许可: MIT
• 任务类别: text-to-image
• 标签: art, not-for-all-audiences
• 大小类别: n<1K

数据集包列表

名称	图片数量	大小	类型	描述
raw	500	647.51 MiB	Waifuc-Raw	包含元信息的原始数据（最小边对齐到1400像素）
1200	500	576.37 MiB	IMG+TXT	短边不超过1200像素的数据集
stage3-p480-1200	1196	1.10 GiB	IMG+TXT	3阶段裁剪数据集，区域不小于480x480像素

数据集加载

• 加载工具: waifuc

• 代码示例: python import os import zipfile from huggingface_hub import hf_hub_download from waifuc.source import LocalSource

  下载原始归档文件

  zip_file = hf_hub_download( repo_id=CyberHarem/illyasviel_von_einzbern_fgo, repo_type=dataset, filename=dataset-raw.zip, )

  提取文件到指定目录

  dataset_dir = dataset_dir os.makedirs(dataset_dir, exist_ok=True) with zipfile.ZipFile(zip_file, r) as zf: zf.extractall(dataset_dir)

  使用waifuc加载数据集

  source = LocalSource(dataset_dir) for item in source: print(item.image, item.meta[filename], item.meta[tags])

标签聚类结果

• 原始文本版本:

  #	样本数	图片1	图片2	图片3	图片4	图片5	标签
  0	8	图片1	图片2	图片3	图片4	图片5	1girl, looking_at_viewer, smile, solo, upper_body, blush, closed_mouth, purple_shirt, long_sleeves, collared_shirt, simple_background, pink_ascot, white_background, cropped_torso
  1	6	图片1	图片2	图片3	图片4	图片5	1girl, ascot, frilled_skirt, long_sleeves, looking_at_viewer, purple_shirt, solo, white_skirt, floating_hair, simple_background, standing, boots, full_body, open_mouth, purple_footwear, :d, collared_shirt, white_background
  2	10	图片1	图片2	图片3	图片4	图片5	1girl, long_sleeves, looking_at_viewer, papakha, purple_headwear, smile, solo, dress, white_scarf, purple_capelet, purple_coat, blush, closed_mouth, floating_hair, arms_behind_back, standing
  3	20	图片1	图片2	图片3	图片4	图片5	1girl, papakha, purple_headwear, solo, looking_at_viewer, white_scarf, open_mouth, smile, purple_coat, upper_body
  4	6	图片1	图片2	图片3	图片4	图片5	1girl, black_skirt, homurahara_academy_school_uniform, neck_ribbon, pleated_skirt, red_ribbon, solo, white_shirt, blonde_hair, kneehighs, looking_at_viewer, puffy_short_sleeves, white_socks, blush, collared_shirt, :d, backpack, beret, brown_footwear, full_body, loafers, open_mouth, sailor_collar, small_breasts, star_(symbol), white_background
  5	46	图片1	图片2	图片3	图片4	图片5	1girl, solo, looking_at_viewer, feather_hair_ornament, magical_girl, blush, blonde_hair, thighhighs, two_side_up, white_gloves, open_mouth, elbow_gloves, skirt, thigh_boots, bare_shoulders, detached_sleeves, pink_footwear, holding_wand, small_breasts, white_background, pink_dress, :d
  6	5	图片1	图片2	图片3	图片4	图片5	1girl, blush, looking_at_viewer, solo, white_dress, day, open_mouth, outdoors, sundress, :d, armpits, bare_shoulders, blue_sky, collarbone, sleeveless_dress, cloud, flower_field, hands_on_headwear, hat, sidelocks, small_breasts, sunflower, water
  7	10	图片1	图片2	图片3	图片4	图片5	blush, nipples, open_mouth, small_breasts, 1boy, 1girl, hetero, loli, navel, sidelocks, sex, collarbone, nude, pussy, spread_legs, sweat, vaginal, penis, solo_focus, looking_at_viewer, censored, on_back, thighs, tongue, two_side_up
  8	10	图片1	图片2	图片3	图片4	图片5	1boy, 1girl, blush, hetero, loli, sweat, nude, solo_focus, bar_censor, fellatio, penis, male_pubic_hair, sidelocks, testicles, erection, collarbone, small_breasts, tongue_out
  9	14	图片1	图片2	图片3	图片4	图片5	1girl, blush, looking_at_viewer, wide_sleeves, floral_print, long_sleeves, obi, solo, smile, pink_kimono, print_kimono, sidelocks, closed_mouth, hair_flower, open_mouth, outdoors
  10	7	图片1	图片2	图片3	图片4	图片5	1girl, cat_ears, cat_tail, fake_animal_ears, hair_bell, hair_ribbon, jingle_bell, looking_at_viewer, red_ribbon, solo, bare_shoulders, black_gloves, black_leotard, blonde_hair, blush, elbow_gloves, fur_trim, official_alternate_costume, paw_gloves, simple_background, animal_ear_fluff, fur_collar, hairband, open_mouth, small_breasts, tail_ribbon, ass, tail_bell, white_background, center_opening, heart, looking_back, navel, paw_pose
  11	5	图片1	图片2	图片3	图片4	图片5	1girl, demon_girl, demon_tail, demon_wings, elbow_gloves, hairband, halloween, open_mouth, solo, :d, demon_horns, frills, red_gloves, bat_(animal), blush, crescent_moon, looking_at_viewer, skirt, bare_shoulders, dress, ghost, red_footwear, shoes, socks
  12	8	图片1	图片2	图片3	图片4	图片5	1girl, cosplay, looking_at_viewer, solo, black_scarf, blush, short_jumpsuit, torn_scarf, hood_up, arm_wrap, bare_shoulders, full_body, simple_background, skull_mask, thighhighs, white_background, bandages, closed_mouth, mask_on_head, sleeveless, smile, asymmetrical_legwear, light_brown_hair, sitting, small_breasts, standing, torn_clothes, weapon

• 表格版本: | # | 样本数 | 图片1 | 图片2 | 图片3 | 图片4 | 图片5 | 1girl | looking_at_viewer | smile | solo | upper_body | blush | closed_mouth | purple_shirt | long_sleeves | collared_shirt | simple_background | pink_ascot | white_background | cropped_torso | ascot | frilled_skirt | white_skirt | floating_hair | standing | boots | full_body | open_mouth | purple_footwear | :d | papakha | purple_headwear | dress | white_scarf | purple_capelet | purple_coat | arms_behind_back | black_skirt | homurahara_academy_school_uniform | neck_ribbon | pleated_skirt | red_ribbon | white_shirt | blonde_hair | kneehighs | puffy_short_sleeves | white_socks | backpack | beret | brown_footwear | loafers | sailor_collar | small_breasts | star_(symbol) | feather_hair_ornament | magical_girl | thighhighs | two_side_up | white_gloves | elbow_gloves | skirt | thigh_boots | bare_shoulders | detached_sleeves | pink_footwear | holding_wand | pink_dress | white_dress | day | outdoors | sundress | armpits | blue_sky | collarbone | sleeveless_dress | cloud | flower_field | hands_on_headwear | hat | sidelocks | sunflower | water | nipples | 1boy | hetero | loli | navel | sex | nude | pussy | spread_legs | sweat | vaginal | penis | solo_focus | censored | on_back | thighs | tongue | bar_censor | fellatio | male_pubic_hair | testicles | erection | tongue_out | wide_sleeves | floral_print | obi | pink_kimono | print_kimono | hair_flower | cat_ears | cat_tail | fake_animal_ears | hair_bell | hair_ribbon | jingle_bell | black_gloves | black_leotard | fur_trim | official_alternate_costume | paw_gloves | animal_ear_fluff | fur_collar | hairband | tail_ribbon | ass | tail_bell | center_opening | heart | looking_back | paw_pose | demon_girl | demon_tail | demon_wings | halloween | demon_horns | frills | red_gloves | bat_(animal) | crescent_moon | ghost | red_footwear | shoes | socks | cosplay | black_scarf | short_jumpsuit | torn_scarf | hood_up | arm_wrap | skull_mask | bandages | mask_on_head | sleeveless | asymmetrical_legwear | light_brown_hair | sitting | torn_clothes | weapon | |---|--------|-------|-------|-------|-------|-------|-------|------------------|-------|------|------------|-------|--------------|--------------|--------------|----------------|-------------------|------------|------------------|---------------|-------|---------------|-------------|--------------|----------|-------|-----------|------------|----------------|----|---------|----------------|-------|-------------|----------------|-------------|------------------|-------------|-----------------------------------|--------------|---------------|-------------|--------------|--------------|------------|----------------------|--------------|-----------|-------|-----------------|----------|----------------|----------------|----------------|------------------------|---------------|-------------|--------------|---------------|---------------|-------|--------------|-----------------|-------------------|----------------|---------------|-------------|--------------|------|----------|----------|---------|----------|------------|---------------------|--------|---------------|--------------------|------|------------|------------|--------|---------|------|--------|-------|-------|------|-------|-------|--------------|--------|-----------|--------|------------|-----------|---------|--------|--------|--------------|------------|------------------|--------------|-----------|--------------|----------------|----------------|------|---------------|--------------|---------------|------------|------------|------------------|--------------|---------------|---------------|----------------|----------------|-------------|-----------------------------|--------------|------------------|--------------|------------|---------------|------|------------|----------------|---------|----------------|------------|--------------|--------------|---------------|--------------|---------------|---------|--------------|-----------------|----------------|---------|----------------|---------|---------|-----------|---------------|-----------------|--------------|------------|--------------|--------------|----------------|--------------|--------|---------------|---------| | 0 | 8

搜集汇总

数据集介绍

构建方式

在动漫角色图像数据集的构建领域，本数据集聚焦于《Fate/Grand Order》中的伊莉雅丝菲尔·冯·爱因兹贝伦角色，通过自动化爬虫系统从多个知名图像平台（如Danbooru、Pixiv、Zerochan等）系统性地采集原始图像。数据收集过程中，核心标签如“long_hair, red_eyes, white_hair, hair_between_eyes”被预先修剪，以确保数据集的纯净性与一致性。随后，原始图像经过标准化处理，包括尺寸调整与边缘对齐，最终形成包含500张图像及其对应标签的结构化集合，为后续的视觉任务奠定了坚实基础。

特点

该数据集在动漫角色图像分析中展现出鲜明的特征，其图像内容覆盖了角色的多种服饰、姿态与场景，从日常装扮到魔法少女形态，乃至特定主题的cosplay，呈现出丰富的视觉多样性。数据集不仅提供了原始图像与标签对，还包含经过多阶段裁剪的版本，如“stage3-p480-1200”，确保图像区域不低于480x480像素，兼顾了细节保留与计算效率。此外，通过聚类分析，数据集揭示了角色不同外观的潜在模式，例如基于标签组合的服饰分类，为角色风格挖掘与生成任务提供了宝贵的结构化洞察。

使用方法

在文本到图像生成或角色风格建模的应用中，用户可通过多种方式加载本数据集。对于需要完整元信息的场景，可利用提供的Waifuc工具加载原始压缩包，其中包含图像文件与详细的标签元数据，便于进行定制化预处理。若追求便捷性，可直接下载已处理的版本（如“1200”或“stage3-p480-1200”），这些版本以图像-文本对形式组织，适用于主流深度学习框架。数据集支持从Hugging Face Hub直接下载，并通过简单的Python脚本实现本地提取与迭代访问，为角色特定风格的训练与评估提供了灵活且高效的资源。

背景与挑战

背景概述

在动漫角色图像生成领域，特定角色的高质量数据集对于训练精细化文本到图像模型具有关键价值。CyberHarem/illyasviel_von_einzbern_fgo数据集由DeepGHS团队构建，专注于《Fate/Grand Order》中的角色伊莉雅丝菲尔·冯·爱因兹贝伦，收录了500张图像及其标注。该数据集通过自动化爬虫系统从多个知名动漫艺术平台采集，旨在为角色一致性图像生成提供结构化数据支持，推动了动漫风格生成模型在细节控制方面的研究进展。

当前挑战

该数据集致力于解决动漫角色图像生成中角色特征一致性与多样化的平衡问题，其挑战在于如何从异构来源中提取并统一标注标准，确保图像质量与标签准确性。构建过程中，面临多平台图像格式、分辨率差异以及内容敏感性的处理难题，同时需在自动化爬取与人工审核间取得效率与质量的平衡，以维护数据集的可靠性与适用性。

常用场景

经典使用场景

在动漫角色生成与风格化图像合成领域，该数据集聚焦于《Fate/Grand Order》中的伊莉雅丝菲尔·冯·爱因兹贝伦角色，提供了500张高质量图像及精细标注的标签。其经典使用场景在于为文本到图像生成模型提供特定角色的多姿态、多服饰视觉素材，支持模型学习角色特征与标签之间的映射关系，从而生成风格一致且细节丰富的二次元角色图像。

解决学术问题

该数据集针对动漫图像生成中角色一致性保持、细节属性可控性等学术难题提供了解决方案。通过提供同一角色在不同场景、服饰和姿态下的标注图像，它助力研究者探索条件生成对抗网络、扩散模型等在特定角色生成上的性能优化，推动了可控图像合成技术在动漫领域的算法进步与评估标准化。

衍生相关工作

围绕该数据集，衍生了一系列专注于动漫角色生成的经典研究工作。例如，基于标签驱动的生成对抗网络改进模型、针对特定角色的风格迁移算法，以及利用聚类分析进行角色服饰与姿态的语义解耦研究。这些工作进一步拓展了可控图像合成在动漫领域的应用边界，并促进了相关开源工具如waifuc的生态发展。