CyberHarem/nishikino_maki_lovelive

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

# Dataset of nishikino_maki/西木野真姫/니시키노마키 (Love Live!)

This is the dataset of nishikino_maki/西木野真姫/니시키노마키 (Love Live!), containing 500 images and their tags.

The core tags of this character are `red_hair, purple_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 | 690.94 MiB | [Download](https://huggingface.co/datasets/CyberHarem/nishikino_maki_lovelive/resolve/main/dataset-raw.zip) | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800 | 500 | 379.56 MiB | [Download](https://huggingface.co/datasets/CyberHarem/nishikino_maki_lovelive/resolve/main/dataset-800.zip) | IMG+TXT | dataset with the shorter side not exceeding 800 pixels. |
| stage3-p480-800 | 1211 | 839.53 MiB | [Download](https://huggingface.co/datasets/CyberHarem/nishikino_maki_lovelive/resolve/main/dataset-stage3-p480-800.zip) | IMG+TXT | 3-stage cropped dataset with the area not less than 480x480 pixels. |
| 1200 | 500 | 601.34 MiB | [Download](https://huggingface.co/datasets/CyberHarem/nishikino_maki_lovelive/resolve/main/dataset-1200.zip) | IMG+TXT | dataset with the shorter side not exceeding 1200 pixels. |
| stage3-p480-1200 | 1211 | 1.18 GiB | [Download](https://huggingface.co/datasets/CyberHarem/nishikino_maki_lovelive/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/nishikino_maki_lovelive',
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 | 18 |  |  |  |  |  | 1girl, looking_at_viewer, solo, blush, red_dress, smile, bare_shoulders, strapless_dress, black_gloves, frills, necklace, collarbone, earrings, elbow_gloves, hair_bow, red_rose, braid |
| 1 | 10 |  |  |  |  |  | 1girl, hat, solo, looking_at_viewer, skirt, black_gloves, navel, smile, flower, midriff, veil, thighhighs, blush, lantern, elbow_gloves |
| 2 | 6 |  |  |  |  |  | 1girl, blush, hat, looking_at_viewer, skirt, solo, open_mouth, :d, bow, frills |
| 3 | 5 |  |  |  |  |  | 1girl, :d, blush, looking_at_viewer, midriff, navel, open_mouth, solo, tiara, bracelet, choker, cowboy_shot, frills, miniskirt, necklace, pink_shirt, standing, bangs, belt, cleavage, collarbone, crop_top, long_sleeves, medium_breasts, pink_skirt, short_sleeves |
| 4 | 5 |  |  |  |  |  | 1girl, blush, choker, hair_flower, looking_at_viewer, solo, :d, hairband, open_mouth, portrait, collarbone, elbow_gloves, jewelry, rose |
| 5 | 9 |  |  |  |  |  | 1girl, elbow_gloves, hair_flower, looking_at_viewer, solo, blush, necklace, white_gloves, hair_ribbon, grin, index_finger_raised, one_eye_closed, pink_dress, red_flower |
| 6 | 5 |  |  |  |  |  | 1girl, blazer, open_mouth, otonokizaka_school_uniform, solo, winter_uniform, blush, bow, looking_at_viewer, skirt, smile |
| 7 | 8 |  |  |  |  |  | 1girl, bangs, blazer, otonokizaka_school_uniform, solo, winter_uniform, blue_bowtie, blue_jacket, striped_bowtie, upper_body, collared_shirt, long_sleeves, looking_at_viewer, smile, white_shirt, closed_mouth, medium_hair, shiny_hair, hair_between_eyes, simple_background, white_background, wing_collar |
| 8 | 7 |  |  |  |  |  | 1girl, bangs, blue_bowtie, blue_skirt, looking_at_viewer, otonokizaka_school_uniform, plaid_skirt, pleated_skirt, solo, long_sleeves, medium_hair, smile, striped_bowtie, white_shirt, blazer, blush, collared_shirt, winter_uniform, blue_jacket, closed_mouth, miniskirt, cowboy_shot |
| 9 | 8 |  |  |  |  |  | 1girl, looking_at_viewer, solo, bokura_wa_ima_no_naka_de, fingerless_gloves, red_gloves, short_sleeves, blush, red_skirt, choker, mini_top_hat, navel, red_bowtie, white_shirt, collarbone, suspender_skirt, :d, bangs, center_frills, cowboy_shot, open_mouth, thighhighs |
| 10 | 12 |  |  |  |  |  | 1girl, blush, solo, bikini, navel, looking_at_viewer, cleavage, medium_breasts, medium_hair, day, hair_flower, outdoors, bangs, blue_sky, cloud, jewelry, ocean, smile, collarbone |
| 11 | 5 |  |  |  |  |  | 1girl, smile, solo, aged_down, blush, hair_bow, hairband, looking_at_viewer, simple_background, sleeveless_dress, white_background, blue_dress, child, long_hair |
| 12 | 17 |  |  |  |  |  | 1girl, kimono, looking_at_viewer, solo, obi, blush, floral_print, smile, hair_flower, wide_sleeves, holding |

### Table Version

| # | Samples | Img-1 | Img-2 | Img-3 | Img-4 | Img-5 | 1girl | looking_at_viewer | solo | blush | red_dress | smile | bare_shoulders | strapless_dress | black_gloves | frills | necklace | collarbone | earrings | elbow_gloves | hair_bow | red_rose | braid | hat | skirt | navel | flower | midriff | veil | thighhighs | lantern | open_mouth | :d | bow | tiara | bracelet | choker | cowboy_shot | miniskirt | pink_shirt | standing | bangs | belt | cleavage | crop_top | long_sleeves | medium_breasts | pink_skirt | short_sleeves | hair_flower | hairband | portrait | jewelry | rose | white_gloves | hair_ribbon | grin | index_finger_raised | one_eye_closed | pink_dress | red_flower | blazer | otonokizaka_school_uniform | winter_uniform | blue_bowtie | blue_jacket | striped_bowtie | upper_body | collared_shirt | white_shirt | closed_mouth | medium_hair | shiny_hair | hair_between_eyes | simple_background | white_background | wing_collar | blue_skirt | plaid_skirt | pleated_skirt | bokura_wa_ima_no_naka_de | fingerless_gloves | red_gloves | red_skirt | mini_top_hat | red_bowtie | suspender_skirt | center_frills | bikini | day | outdoors | blue_sky | cloud | ocean | aged_down | sleeveless_dress | blue_dress | child | long_hair | kimono | obi | floral_print | wide_sleeves | holding |
|----:|----------:|:----------------------------------|:----------------------------------|:----------------------------------|:----------------------------------|:----------------------------------|:--------|:--------------------|:-------|:--------|:------------|:--------|:-----------------|:------------------|:---------------|:---------|:-----------|:-------------|:-----------|:---------------|:-----------|:-----------|:--------|:------|:--------|:--------|:---------|:----------|:-------|:-------------|:----------|:-------------|:-----|:------|:--------|:-----------|:---------|:--------------|:------------|:-------------|:-----------|:--------|:-------|:-----------|:-----------|:---------------|:-----------------|:-------------|:----------------|:--------------|:-----------|:-----------|:----------|:-------|:---------------|:--------------|:-------|:----------------------|:-----------------|:-------------|:-------------|:---------|:-----------------------------|:-----------------|:--------------|:--------------|:-----------------|:-------------|:-----------------|:--------------|:---------------|:--------------|:-------------|:--------------------|:--------------------|:-------------------|:--------------|:-------------|:--------------|:----------------|:---------------------------|:--------------------|:-------------|:------------|:---------------|:-------------|:------------------|:----------------|:---------|:------|:-----------|:-----------|:--------|:--------|:------------|:-------------------|:-------------|:--------|:------------|:---------|:------|:---------------|:---------------|:----------|
| 0 | 18 |  |  |  |  |  | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 1 | 10 |  |  |  |  |  | X | X | X | X | | X | | | X | | | | | X | | | | X | X | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 2 | 6 |  |  |  |  |  | X | X | X | X | | | | | | X | | | | | | | | X | X | | | | | | | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 3 | 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 | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 4 | 5 |  |  |  |  |  | X | X | X | X | | | | | | | | X | | X | | | | | | | | | | | | X | X | | | | X | | | | | | | | | | | | | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 5 | 9 |  |  |  |  |  | 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 | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 7 | 8 |  |  |  |  |  | X | X | X | | | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | X | | | | X | | | | | | | | | | | | | | | | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 8 | 7 |  |  |  |  |  | X | X | X | X | | X | | | | | | | | | | | | | | | | | | | | | | | | | | X | X | | | X | | | | X | | | | | | | | | | | | | | | | X | X | X | X | X | X | | X | X | X | X | | | | | | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | |
| 9 | 8 |  |  |  |  |  | X | X | X | X | | | | | | | | X | | | | | | | | X | | | | X | | X | X | | | | X | X | | | | X | | | | | | | X | | | | | | | | | | | | | | | | | | | | | X | | | | | | | | | | | X | X | X | X | X | X | X | X | | | | | | | | | | | | | | | | |
| 10 | 12 |  |  |  |  |  | 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 | | | | | |
| 12 | 17 |  |  |  |  |  | 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 nishikino_maki/西木野真姫/니시키노마키 (Love Live!)

数据集描述

该数据集包含500张图像及其标签，主题为nishikino_maki/西木野真姫/니시키노마키（Love Live!）。核心标签包括red_hair, purple_eyes, short_hair。

数据来源

图像从多个网站（如danbooru, pixiv, zerochan等）爬取，爬虫系统由DeepGHS Team开发。

数据集包列表

名称	图像数量	大小	下载链接	类型	描述
raw	500	690.94 MiB	Download	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	379.56 MiB	Download	IMG+TXT	短边不超过800像素的数据集。
stage3-p480-800	1211	839.53 MiB	Download	IMG+TXT	3阶段裁剪数据集，区域不小于480x480像素。
1200	500	601.34 MiB	Download	IMG+TXT	短边不超过1200像素的数据集。
stage3-p480-1200	1211	1.18 GiB	Download	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	图像示例	标签
0	18		1girl, looking_at_viewer, solo, blush, red_dress, smile, bare_shoulders, strapless_dress, black_gloves, frills, necklace, collarbone, earrings, elbow_gloves, hair_bow, red_rose, braid
1	10		1girl, hat, solo, looking_at_viewer, skirt, black_gloves, navel, smile, flower, midriff, veil, thighhighs, blush, lantern, elbow_gloves
2	6		1girl, blush, hat, looking_at_viewer, skirt, solo, open_mouth, :d, bow, frills
3	5		1girl, :d, blush, looking_at_viewer, midriff, navel, open_mouth, solo, tiara, bracelet, choker, cowboy_shot, frills, miniskirt, necklace, pink_shirt, standing, bangs, belt, cleavage, collarbone, crop_top, long_sleeves, medium_breasts, pink_skirt, short_sleeves
4	5		1girl, blush, choker, hair_flower, looking_at_viewer, solo, :d, hairband, open_mouth, portrait, collarbone, elbow_gloves, jewelry, rose
5	9		1girl, elbow_gloves, hair_flower, looking_at_viewer, solo, blush, necklace, white_gloves, hair_ribbon, grin, index_finger_raised, one_eye_closed, pink_dress, red_flower
6	5		1girl, blazer, open_mouth, otonokizaka_school_uniform, solo, winter_uniform, blush, bow, looking_at_viewer, skirt, smile
7	8		1girl, bangs, blazer, otonokizaka_school_uniform, solo, winter_uniform, blue_bowtie, blue_jacket, striped_bowtie, upper_body, collared_shirt, long_sleeves, looking_at_viewer, smile, white_shirt, closed_mouth, medium_hair, shiny_hair, hair_between_eyes, simple_background, white_background, wing_collar
8	7		1girl, bangs, blue_bowtie, blue_skirt, looking_at_viewer, otonokizaka_school_uniform, plaid_skirt, pleated_skirt, solo, long_sleeves, medium_hair, smile, striped_bowtie, white_shirt, blazer, blush, collared_shirt, winter_uniform, blue_jacket, closed_mouth, miniskirt, cowboy_shot
9	8		1girl, looking_at_viewer, solo, bokura_wa_ima_no_naka_de, fingerless_gloves, red_gloves, short_sleeves, blush, red_skirt, choker, mini_top_hat, navel, red_bowtie, white_shirt, collarbone, suspender_skirt, :d, bangs, center_frills, cowboy_shot, open_mouth, thighhighs
10	12		1girl, blush, solo, bikini, navel, looking_at_viewer, cleavage, medium_breasts, medium_hair, day, hair_flower, outdoors, bangs, blue_sky, cloud, jewelry, ocean, smile, collarbone
11	5		1girl, smile, solo, aged_down, blush, hair_bow, hairband, looking_at_viewer, simple_background, sleeveless_dress, white_background, blue_dress, child, long_hair
12	17		1girl, kimono, looking_at_viewer, solo, obi, blush, floral_print, smile, hair_flower, wide_sleeves, holding

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《Love Live!》系列中的西木野真姬角色，其构建过程体现了系统化采集与标注的严谨性。通过自动化爬虫系统，从Danbooru、Pixiv、Zerochan等多个知名二次元艺术平台广泛搜集图像，确保了数据来源的多样性与代表性。原始图像经过预处理，包括边缘对齐至最小1400像素的标准化操作，并剔除了角色的核心标签（如红发、紫瞳、短发），以降低模型训练时的偏差。数据集进一步提供了多种规格的加工版本，如限制短边不超过800或1200像素的缩放版本，以及经过三阶段裁剪、确保区域不小于480×480像素的增强版本，这些处理旨在适配不同计算环境与模型架构的需求。

使用方法

针对文本到图像生成的研究与应用，本数据集提供了灵活的使用途径。用户可通过Hugging Face Hub直接下载各版本压缩包，并利用配套的Waifuc工具加载原始数据，以访问图像及其完整标签元数据。对于模型训练，建议根据硬件条件选择相应尺寸的数据包：较小尺寸（如800像素版本）适合快速原型验证，而较大尺寸（如1200像素或三阶段裁剪版本）则能保留更多细节，适用于高分辨率生成任务。数据集中提供的聚类标签表可用于构建条件训练管道，例如通过特定服饰标签引导生成过程。研究者亦可结合现代生成模型框架（如Stable Diffusion），将图像-标签对作为训练样本，以微调或训练角色专属的生成模型，实现风格化与可控性的平衡。

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，特定角色数据集的构建对于推动文本到图像生成模型的精细化发展具有关键意义。CyberHarem/nishikino_maki_lovelive数据集聚焦于《Love Live!》系列中的角色西木野真姬，由DeepGHS团队通过自动化爬虫系统从Danbooru、Pixiv等平台收集并标注，涵盖了500张图像及其对应标签。该数据集的核心在于为角色一致性图像生成提供高质量、多视角的视觉素材，通过剔除核心标签如红发、紫瞳等，促使模型学习更丰富的角色特征与场景组合，从而在动漫艺术生成与个性化内容创作领域拓展了数据驱动的可能性。

当前挑战

该数据集旨在解决动漫角色图像生成中角色特征一致性与多样化场景适配的挑战，其难点在于如何从风格迥异的源图像中提取并标准化角色核心属性，同时保持艺术表达的多样性。在构建过程中，面临多源图像质量参差不齐、标签体系异构以及版权与内容合规性等挑战；自动化爬虫系统需有效过滤低质量或重复内容，而标签修剪策略则需平衡特征显著性与信息完整性，以确保数据在支持生成模型训练时兼具精度与泛化能力。

常用场景

经典使用场景

在动漫角色图像生成领域，该数据集作为高质量、细粒度标注的视觉素材库，为文本到图像生成模型的训练提供了核心资源。其经典应用场景在于训练和微调生成对抗网络（GAN）或扩散模型，以学习特定动漫角色——西木野真姬的视觉特征与风格。通过结合图像与丰富的元标签，模型能够精准捕捉角色的发色、瞳色、服饰及姿态等细节，实现从文本描述到高度一致性图像的生成。

解决学术问题

该数据集有效解决了动漫风格图像生成中角色一致性保持与细粒度属性控制的学术挑战。在生成式人工智能研究中，如何使模型稳定输出特定角色的多样化图像，同时确保其核心特征（如红发、紫瞳）不偏离，是一个关键问题。该数据集通过提供同一角色多场景、多服饰的标注图像，支持了可控生成、风格迁移以及跨模态对齐等研究方向，推动了个性化内容生成技术的理论进展。

实际应用

在实际应用中，该数据集为动漫内容创作、游戏美术资源生成以及个性化娱乐产品开发提供了技术支持。创作者可利用基于此数据集训练的模型，快速生成符合角色设定的同人插图、宣传物料或动态表情包，显著提升内容产出效率。同时，在虚拟偶像运营或互动媒体项目中，它能够辅助生成角色在不同情境下的视觉形象，增强用户体验与内容多样性。

数据集最近研究

最新研究方向

在动漫风格图像生成领域，针对特定角色的高质量数据集正成为驱动生成式人工智能精细化发展的重要基石。以《Love Live!》系列角色西木野真姬为主题的图像数据集，其前沿研究聚焦于利用标签聚类与多尺度图像处理技术，优化角色特征的一致性表达。通过整合从Danbooru、Pixiv等平台爬取的标注图像，并结合阶段式裁剪与尺寸归一化方法，该数据集为风格化文本到图像生成模型提供了细粒度训练素材。相关研究热点涉及跨平台动漫视觉内容的语义对齐与生成可控性，旨在提升虚拟角色在多样化姿态、服饰与场景下的生成保真度与艺术连贯性，对促进二次元内容创作的自动化与个性化具有显著意义。