BangumiBase/bleach
收藏Hugging Face2024-03-20 更新2024-03-04 收录
下载链接:
https://hf-mirror.com/datasets/BangumiBase/bleach
下载链接
链接失效反馈官方服务:
资源简介:
---
license: mit
tags:
- art
size_categories:
- 10K<n<100K
---
# Bangumi Image Base of Bleach
This is the image base of bangumi Bleach, we detected 181 characters, 30903 images in total. The full dataset is [here](all.zip).
**Please note that these image bases are not guaranteed to be 100% cleaned, they may be noisy actual.** If you intend to manually train models using this dataset, we recommend performing necessary preprocessing on the downloaded dataset to eliminate potential noisy samples (approximately 1% probability).
Here is the characters' preview:
| # | Images | Download | Preview 1 | Preview 2 | Preview 3 | Preview 4 | Preview 5 | Preview 6 | Preview 7 | Preview 8 |
|:------|---------:|:----------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|
| 0 | 4514 | [Download](0/dataset.zip) |  |  |  |  |  |  |  |  |
| 1 | 48 | [Download](1/dataset.zip) |  |  |  |  |  |  |  |  |
| 2 | 84 | [Download](2/dataset.zip) |  |  |  |  |  |  |  |  |
| 3 | 647 | [Download](3/dataset.zip) |  |  |  |  |  |  |  |  |
| 4 | 179 | [Download](4/dataset.zip) |  |  |  |  |  |  |  |  |
| 5 | 2597 | [Download](5/dataset.zip) |  |  |  |  |  |  |  |  |
| 6 | 2092 | [Download](6/dataset.zip) |  |  |  |  |  |  |  |  |
| 7 | 178 | [Download](7/dataset.zip) |  |  |  |  |  |  |  |  |
| 8 | 2071 | [Download](8/dataset.zip) |  |  |  |  |  |  |  |  |
| 9 | 125 | [Download](9/dataset.zip) |  |  |  |  |  |  |  |  |
| 10 | 143 | [Download](10/dataset.zip) |  |  |  |  |  |  |  |  |
| 11 | 46 | [Download](11/dataset.zip) |  |  |  |  |  |  |  |  |
| 12 | 274 | [Download](12/dataset.zip) |  |  |  |  |  |  |  |  |
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| 15 | 337 | [Download](15/dataset.zip) |  |  |  |  |  |  |  |  |
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| 177 | 7 | [Download](177/dataset.zip) |  |  |  |  |  |  |  | N/A |
| 178 | 10 | [Download](178/dataset.zip) |  |  |  |  |  |  |  |  |
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| noise | 315 | [Download](-1/dataset.zip) |  |  |  |  |  |  |  |  |
提供机构:
BangumiBase
原始信息汇总
Bangumi Image Base of Bleach
数据集概述
- 数据集名称: Bangumi Image Base of Bleach
- 数据集大小: 30903张图片
- 角色数量: 181个角色
- 数据集下载链接: all.zip
数据集质量说明
- 数据清洁度: 数据集可能包含噪声,建议在使用前进行必要的预处理,以消除潜在的噪声样本(约1%的概率)。
角色预览
以下是部分角色的图片预览和下载链接:
| # | 图片数量 | 下载链接 | 预览1 | 预览2 | 预览3 | 预览4 | 预览5 | 预览6 | 预览7 | 预览8 |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 4514 | Download | ![]() |
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| 1 | 48 | Download | ![]() |
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| 2 | 84 | Download | ![]() |
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| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 58 | 61 | Download | ![]() |
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(表格中仅展示部分角色,完整表格请参考原始数据集详情页面。)
搜集汇总
数据集介绍

构建方式
在动漫图像数据集的构建领域,BangumiBase/bleach数据集通过系统化的采集与整理流程得以形成。该数据集聚焦于经典动漫作品《死神》(Bleach),从Bangumi社区平台中检测并汇集了涵盖181个角色的视觉资料,总计包含30903张图像。构建过程中采用了自动化检测技术对角色图像进行识别与归类,并以角色为单位组织数据,每个角色对应独立的图像子集。数据集以压缩包形式提供完整版本及分角色下载选项,便于研究者按需获取。
使用方法
针对动漫图像分析与生成任务,该数据集提供了灵活的使用途径。研究者可通过HuggingFace平台直接下载完整数据集或按角色索引选择性获取特定子集。在应用于模型训练前,建议实施必要的预处理流程,包括噪声样本检测与剔除、图像格式统一及质量筛选等步骤。该数据集适用于角色识别、图像生成、风格迁移等计算机视觉任务,尤其适合作为动漫特定领域模型训练的基准数据。使用过程中需注意其MIT许可协议,确保符合开源数据使用规范。
背景与挑战
背景概述
在动漫艺术与计算机视觉交叉领域,针对特定作品的角色图像数据集对于推动风格化图像生成、角色识别等研究具有重要价值。BangumiBase/bleach数据集由BangumiBase社区构建,专注于日本动漫《BLEACH》的角色图像收集,旨在为动漫图像分析任务提供结构化资源。该数据集涵盖了181个角色共计30903张图像,其核心研究问题聚焦于如何在大规模、多角色的动漫图像集合中实现高效的特征学习与模式识别,从而为动漫内容理解、个性化推荐及衍生创作提供数据支撑。
当前挑战
该数据集面临的挑战主要体现在两方面:在领域问题层面,动漫角色图像因艺术风格多样、姿态变化复杂及背景干扰等因素,使得精确的角色分类与特征提取成为难点;在构建过程中,数据收集面临图像质量参差不齐、标注一致性难以保证等挑战,数据集中存在约1%的噪声样本,需依赖额外的预处理步骤以确保数据纯净度,这增加了模型训练的复杂度与不确定性。
常用场景
经典使用场景
在动漫艺术与计算机视觉交叉领域,BangumiBase/bleach数据集以其涵盖《死神》系列181位角色、总计30903张图像的结构化资源,为动漫角色识别与生成任务提供了经典应用场景。该数据集常被用于训练深度神经网络模型,以实现对特定动漫角色的精准检测与分类,尤其在风格化图像的特征提取与多标签分类研究中展现出显著价值。研究者可借助其丰富的角色样本,探索在复杂视觉背景下动漫人物特征的鲁棒性表示,推动动漫图像理解技术的边界。
解决学术问题
该数据集有效应对了动漫图像分析领域长期存在的标注数据稀缺与角色多样性不足的学术挑战。通过提供大规模、多角色的标注图像集合,它支持了细粒度动漫角色识别、跨风格图像生成以及数据增强策略的验证等关键研究议题。其存在不仅降低了动漫特定领域模型训练的数据收集门槛,更促进了生成对抗网络在二次元艺术风格迁移中的可解释性研究,为动漫视觉内容的自动化处理奠定了实证基础。
实际应用
在实际应用层面,BangumiBase/bleach数据集为动漫内容产业与衍生创作提供了直接支持。基于该数据集训练的模型可被集成至动漫社区平台,实现角色自动标注、同人作品检索与推荐系统优化。同时,在游戏开发与动画制作流程中,此类数据可用于辅助角色设计迭代与风格一致性检查,提升内容生产效率。此外,教育领域亦可借助其开展动漫艺术与AI结合的跨学科教学案例。
数据集最近研究
最新研究方向
在动漫图像生成与识别领域,BangumiBase/bleach数据集凭借其涵盖《死神》系列181位角色、超过三万张图像的规模,为角色一致性生成与细粒度识别提供了关键资源。随着扩散模型与生成对抗网络的演进,该数据集被广泛应用于跨风格角色迁移、高保真动漫肖像合成等前沿探索,尤其在解决长尾分布角色生成难题上展现出独特价值。近期研究聚焦于利用该数据集训练条件生成模型,以实现对复杂服饰、动态姿态的精确控制,并推动动漫内容自动化创作工具的发展,对二次元文化数字化与个性化内容生产具有深远影响。
以上内容由遇见数据集搜集并总结生成



































