CyberHarem/tennouji_rina_loveliveschoolidolfestivalallstars

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

# Dataset of tennouji_rina/天王寺璃奈/텐노지리나 (Love Live! School Idol Festival ALL STARS)

This is the dataset of tennouji_rina/天王寺璃奈/텐노지리나 (Love Live! School Idol Festival ALL STARS), containing 500 images and their tags.

The core tags of this character are `pink_hair, bangs, ahoge, blunt_bangs, yellow_eyes, short_hair`, 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 | 735.28 MiB | [Download](https://huggingface.co/datasets/CyberHarem/tennouji_rina_loveliveschoolidolfestivalallstars/resolve/main/dataset-raw.zip) | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800 | 500 | 360.60 MiB | [Download](https://huggingface.co/datasets/CyberHarem/tennouji_rina_loveliveschoolidolfestivalallstars/resolve/main/dataset-800.zip) | IMG+TXT | dataset with the shorter side not exceeding 800 pixels. |
| stage3-p480-800 | 1240 | 805.11 MiB | [Download](https://huggingface.co/datasets/CyberHarem/tennouji_rina_loveliveschoolidolfestivalallstars/resolve/main/dataset-stage3-p480-800.zip) | IMG+TXT | 3-stage cropped dataset with the area not less than 480x480 pixels. |
| 1200 | 500 | 622.34 MiB | [Download](https://huggingface.co/datasets/CyberHarem/tennouji_rina_loveliveschoolidolfestivalallstars/resolve/main/dataset-1200.zip) | IMG+TXT | dataset with the shorter side not exceeding 1200 pixels. |
| stage3-p480-1200 | 1240 | 1.25 GiB | [Download](https://huggingface.co/datasets/CyberHarem/tennouji_rina_loveliveschoolidolfestivalallstars/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/tennouji_rina_loveliveschoolidolfestivalallstars',
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 | 10 |  |  |  |  |  | 1girl, blue_jacket, long_sleeves, looking_at_viewer, nijigasaki_academy_school_uniform, solo, blush, plaid_skirt, white_background, white_shirt, blue_hoodie, blunt_ends, holding, pleated_skirt, simple_background, sketchbook, black_thighhighs, sleeves_past_fingers, hooded_jacket, yellow_ribbon, zettai_ryouiki, blue_skirt |
| 1 | 16 |  |  |  |  |  | 1girl, looking_at_viewer, solo, white_background, blush, long_sleeves, holding, nijigasaki_academy_school_uniform, sketchbook, sleeves_past_fingers, upper_body, white_shirt, simple_background, drawing, yellow_ribbon, blue_jacket, blue_hoodie, blunt_ends, medium_hair, smile |
| 2 | 8 |  |  |  |  |  | 1girl, blunt_ends, blush, looking_at_viewer, sidelocks, solo, smile, upper_body, birthday, long_sleeves, medium_hair, holding, wings |
| 3 | 9 |  |  |  |  |  | 1girl, solo, cat_ear_headphones, long_sleeves, wings, jacket, looking_at_viewer, blunt_ends, blush, screen, sidelocks, upper_body |
| 4 | 6 |  |  |  |  |  | 1girl, cat_ear_headphones, long_sleeves, screen, solo, blunt_ends, cat_print, grey_shorts, cat_ears, >_<, wings |
| 5 | 10 |  |  |  |  |  | 1girl, skirt, solo, blunt_ends, cat_ear_headphones, fingerless_gloves, blush, detached_sleeves, looking_at_viewer, black_thighhighs, black_gloves, screen, shirt, breasts, smile |
| 6 | 10 |  |  |  |  |  | 1girl, solo, cat_ear_headphones, sailor_collar, striped_thighhighs, arm_warmers, cat_ears, collarbone, midriff, plaid, white_skirt, >_<, cat_tail, detached_sleeves, navel, pink_neckerchief, screen, white_shirt, belt, feet_out_of_frame, puffy_short_sleeves, white_background, blunt_ends, frills, necktie, simple_background, smile |
| 7 | 7 |  |  |  |  |  | 1girl, looking_at_viewer, simple_background, solo, white_background, blush, collarbone, upper_body, blunt_ends, medium_breasts, white_shirt, cleavage, small_breasts |
| 8 | 10 |  |  |  |  |  | 1girl, double_bun, fingerless_gloves, solo, elbow_gloves, looking_at_viewer, blush, dress, sidelocks, sleeveless, bare_shoulders, birthday, black_gloves, nail_polish, smile, blue_gloves, heart_hands, thighhighs, upper_body |
| 9 | 10 |  |  |  |  |  | 1girl, solo, twintails, gradient_hair, looking_at_viewer, skirt, blue_hair, choker, official_alternate_costume, polka_dot_legwear, purple_thighhighs, sleeves_past_fingers, blush, frills, hair_bobbles, long_sleeves, collarbone, goggles_around_neck, open_clothes, sitting, smile, white_background, midriff, navel, star_(symbol), white_jacket |
| 10 | 8 |  |  |  |  |  | 1girl, looking_at_viewer, solo, blunt_ends, blush, collarbone, navel, outdoors, blue_sky, day, ocean, small_breasts, beach, bikini_skirt, cloud, frilled_bikini, sidelocks, water, jewelry, medium_hair, sand, white_bikini |

### Table Version

| # | Samples | Img-1 | Img-2 | Img-3 | Img-4 | Img-5 | 1girl | blue_jacket | long_sleeves | looking_at_viewer | nijigasaki_academy_school_uniform | solo | blush | plaid_skirt | white_background | white_shirt | blue_hoodie | blunt_ends | holding | pleated_skirt | simple_background | sketchbook | black_thighhighs | sleeves_past_fingers | hooded_jacket | yellow_ribbon | zettai_ryouiki | blue_skirt | upper_body | drawing | medium_hair | smile | sidelocks | birthday | wings | cat_ear_headphones | jacket | screen | cat_print | grey_shorts | cat_ears | >_< | skirt | fingerless_gloves | detached_sleeves | black_gloves | shirt | breasts | sailor_collar | striped_thighhighs | arm_warmers | collarbone | midriff | plaid | white_skirt | cat_tail | navel | pink_neckerchief | belt | feet_out_of_frame | puffy_short_sleeves | frills | necktie | medium_breasts | cleavage | small_breasts | double_bun | elbow_gloves | dress | sleeveless | bare_shoulders | nail_polish | blue_gloves | heart_hands | thighhighs | twintails | gradient_hair | blue_hair | choker | official_alternate_costume | polka_dot_legwear | purple_thighhighs | hair_bobbles | goggles_around_neck | open_clothes | sitting | star_(symbol) | white_jacket | outdoors | blue_sky | day | ocean | beach | bikini_skirt | cloud | frilled_bikini | water | jewelry | sand | white_bikini |
|----:|----------:|:----------------------------------|:----------------------------------|:----------------------------------|:----------------------------------|:----------------------------------|:--------|:--------------|:---------------|:--------------------|:------------------------------------|:-------|:--------|:--------------|:-------------------|:--------------|:--------------|:-------------|:----------|:----------------|:--------------------|:-------------|:-------------------|:-----------------------|:----------------|:----------------|:-----------------|:-------------|:-------------|:----------|:--------------|:--------|:------------|:-----------|:--------|:---------------------|:---------|:---------|:------------|:--------------|:-----------|:------|:--------|:--------------------|:-------------------|:---------------|:--------|:----------|:----------------|:---------------------|:--------------|:-------------|:----------|:--------|:--------------|:-----------|:--------|:-------------------|:-------|:--------------------|:----------------------|:---------|:----------|:-----------------|:-----------|:----------------|:-------------|:---------------|:--------|:-------------|:-----------------|:--------------|:--------------|:--------------|:-------------|:------------|:----------------|:------------|:---------|:-----------------------------|:--------------------|:--------------------|:---------------|:----------------------|:---------------|:----------|:----------------|:---------------|:-----------|:-----------|:------|:--------|:--------|:---------------|:--------|:-----------------|:--------|:----------|:-------|:---------------|
| 0 | 10 |  |  |  |  |  | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 1 | 16 |  |  |  |  |  | X | X | X | X | X | X | X | | X | X | X | X | X | | X | X | | X | | X | | | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 2 | 8 |  |  |  |  |  | X | | X | X | | X | X | | | | | X | X | | | | | | | | | | X | | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 3 | 9 |  |  |  |  |  | X | | X | X | | X | X | | | | | X | | | | | | | | | | | X | | | | X | | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 4 | 6 |  |  |  |  |  | X | | X | | | X | | | | | | X | | | | | | | | | | | | | | | | | X | X | | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 5 | 10 |  |  |  |  |  | X | | | X | | X | X | | | | | X | | | | | X | | | | | | | | | X | | | | X | | X | | | | | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 6 | 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 | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 7 | 7 |  |  |  |  |  | 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 | X | | | | | | | | | | | | | | | | | | | | | | | | | |
| 9 | 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 | X | | | | | | | | | | | | |
| 10 | 8 |  |  |  |  |  | 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

数据集名称

Dataset of tennouji_rina/天王寺璃奈/텐노지리나 (Love Live! School Idol Festival ALL STARS)

数据集描述

该数据集包含500张图片及其标签，主题为tennouji_rina/天王寺璃奈/텐노지리나（Love Live! School Idol Festival ALL STARS）。主要标签包括pink_hair, bangs, ahoge, blunt_bangs, yellow_eyes, short_hair。

数据集包列表

名称	图片数量	大小	类型	描述
raw	500	735.28 MiB	Waifuc-Raw	包含元信息的原始数据（最小边对齐到1400像素，如果更大）。
800	500	360.60 MiB	IMG+TXT	短边不超过800像素的数据集。
stage3-p480-800	1240	805.11 MiB	IMG+TXT	3阶段裁剪数据集，区域不小于480x480像素。
1200	500	622.34 MiB	IMG+TXT	短边不超过1200像素的数据集。
stage3-p480-1200	1240	1.25 GiB	IMG+TXT	3阶段裁剪数据集，区域不小于480x480像素。

标签聚类结果

原始文本版本

#	样本数量	图片示例	标签
0	10		1girl, blue_jacket, long_sleeves, looking_at_viewer, nijigasaki_academy_school_uniform, solo, blush, plaid_skirt, white_background, white_shirt, blue_hoodie, blunt_ends, holding, pleated_skirt, simple_background, sketchbook, black_thighhighs, sleeves_past_fingers, hooded_jacket, yellow_ribbon, zettai_ryouiki, blue_skirt
1	16		1girl, looking_at_viewer, solo, white_background, blush, long_sleeves, holding, nijigasaki_academy_school_uniform, sketchbook, sleeves_past_fingers, upper_body, white_shirt, simple_background, drawing, yellow_ribbon, blue_jacket, blue_hoodie, blunt_ends, medium_hair, smile
2	8		1girl, blunt_ends, blush, looking_at_viewer, sidelocks, solo, smile, upper_body, birthday, long_sleeves, medium_hair, holding, wings
3	9		1girl, solo, cat_ear_headphones, long_sleeves, wings, jacket, looking_at_viewer, blunt_ends, blush, screen, sidelocks, upper_body
4	6		1girl, cat_ear_headphones, long_sleeves, screen, solo, blunt_ends, cat_print, grey_shorts, cat_ears, >_<, wings
5	10		1girl, skirt, solo, blunt_ends, cat_ear_headphones, fingerless_gloves, blush, detached_sleeves, looking_at_viewer, black_thighhighs, black_gloves, screen, shirt, breasts, smile
6	10		1girl, solo, cat_ear_headphones, sailor_collar, striped_thighhighs, arm_warmers, cat_ears, collarbone, midriff, plaid, white_skirt, >_<, cat_tail, detached_sleeves, navel, pink_neckerchief, screen, white_shirt, belt, feet_out_of_frame, puffy_short_sleeves, white_background, blunt_ends, frills, necktie, simple_background, smile
7	7		1girl, looking_at_viewer, simple_background, solo, white_background, blush, collarbone, upper_body, blunt_ends, medium_breasts, white_shirt, cleavage, small_breasts
8	10		1girl, double_bun, fingerless_gloves, solo, elbow_gloves, looking_at_viewer, blush, dress, sidelocks, sleeveless, bare_shoulders, birthday, black_gloves, nail_polish, smile, blue_gloves, heart_hands, thighhighs, upper_body
9	10		1girl, solo, twintails, gradient_hair, looking_at_viewer, skirt, blue_hair, choker, official_alternate_costume, polka_dot_legwear, purple_thighhighs, sleeves_past_fingers, blush, frills, hair_bobbles, long_sleeves, collarbone, goggles_around_neck, open_clothes, sitting, smile, white_background, midriff, navel, star_(symbol), white_jacket
10	8		1girl, looking_at_viewer, solo, blunt_ends, blush, collarbone, navel, outdoors, blue_sky, day, ocean, small_breasts, beach, bikini_skirt, cloud, frilled_bikini, sidelocks, water, jewelry, medium_hair, sand, white_bikini

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，该数据集聚焦于《Love Live! School Idol Festival ALL STARS》中的角色天王寺璃奈，通过自动化爬虫系统从Danbooru、Pixiv、Zerochan等多个知名图像社区系统性地采集了500张原始图像。构建过程中，采用了智能化的元数据处理策略，对核心角色标签如粉色头发、刘海等进行了精细化修剪，确保数据标注的准确性与一致性。原始图像经过尺寸标准化处理，短边对齐至1400像素以上，为后续的多尺度应用奠定了高质量的数据基础。

特点

该数据集在动漫图像生成领域展现出鲜明的结构化特征，不仅提供了原始图像与标签的完整配对，还包含多种预处理版本，如短边限制在800像素、1200像素的规格化数据集，以及经过三阶段裁剪、面积不小于480x480像素的增强版本。其核心优势在于详尽的标签聚类分析，通过视觉特征自动分组，揭示了角色在不同服饰、姿态与场景下的语义模式，例如校服、耳机装饰、泳装等主题簇，为角色一致性生成与风格化研究提供了丰富的语义监督信号。

使用方法

研究者可通过Hugging Face Hub直接下载各版本数据压缩包，并利用提供的Waifuc工具链高效加载原始数据集，其中包含完整的图像元数据与标签信息。对于生成模型训练，用户可根据计算资源与任务需求，灵活选用不同尺寸的预处理版本，或基于聚类结果进行特定风格子集的提取。该数据集适用于文本到图像生成、角色特征学习、标签语义分析等任务，其多格式支持与结构化标签体系为动漫图像合成领域的算法验证与模型优化提供了便捷的实验平台。

背景与挑战

背景概述

在动漫角色图像生成与风格化研究领域，高质量、标注精细的角色数据集对于推动文本到图像生成模型的发展至关重要。CyberHarem/tennouji_rina_loveliveschoolidolfestivalallstars数据集由DeepGHS团队构建，专注于《Love Live! School Idol Festival ALL STARS》中的角色天王寺璃奈，收录了500张图像及其标签。该数据集通过自动化爬虫系统从多个知名艺术平台采集，核心标签包括粉发、刘海、呆毛等特征，旨在为动漫风格图像生成提供结构化、多视角的训练资源，助力角色一致性生成与细粒度属性控制的研究。

当前挑战

该数据集致力于解决动漫角色图像生成中细粒度属性与风格一致性的挑战，尤其在跨平台艺术作品的多样性和标注统一性方面存在难点。构建过程中，面临图像来源异构性带来的质量参差问题，需通过自动化系统处理分辨率、构图差异及标签标准化；同时，角色核心特征的精准提取与冗余标签的修剪，要求算法在保持艺术多样性的同时避免信息损失，这对数据清洗与标注流程提出了较高要求。

常用场景

经典使用场景

在动漫角色图像生成领域，该数据集聚焦于《Love Live! School Idol Festival ALL STARS》中的角色天王寺璃奈，收录了500张标注精细的图像及其标签。其经典使用场景在于为文本到图像生成模型提供高质量的训练素材，特别是针对特定动漫角色的风格化再现。通过精心整理的图像与标签对，研究者能够训练模型精准捕捉角色的标志性特征，如粉色头发、呆毛与黄色眼眸等视觉元素，从而生成高度一致且符合原作设定的角色图像。

实际应用

在实际应用层面，该数据集为动漫内容创作、游戏美术资源生成以及个性化粉丝创作提供了技术支持。例如，游戏开发商可利用基于此数据集训练的模型，快速生成角色在不同剧情线或活动中的视觉素材，大幅降低美术成本。同时，二次创作社区能够借助相关工具，根据文本描述自动生成符合角色设定的同人插图，丰富了动漫衍生内容的产出效率与多样性，体现了人工智能辅助创意生产的实用价值。

衍生相关工作

围绕该数据集，衍生出了一系列专注于动漫风格图像生成的经典研究工作。例如，基于标签驱动的角色定制生成模型，能够利用此类精细标注数据实现高保真度的角色属性编辑。同时，在跨风格迁移与数据增强领域，研究者利用该数据集的聚类结果探索角色在不同画风下的适应性转换。此外，结合大规模动漫图像预训练模型，此类数据集常被用于微调与评估模型在特定角色生成上的性能，推动了领域内评测基准的完善与算法迭代。