CyberHarem/florence_neuralcloud

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

# Dataset of florence/フローレンス/芙洛伦 (Neural Cloud)

This is the dataset of florence/フローレンス/芙洛伦 (Neural Cloud), containing 265 images and their tags.

The core tags of this character are `blue_eyes, breasts, twintails, symbol-shaped_pupils, long_hair, blue_hair, heart-shaped_pupils, bangs, hair_between_eyes, small_breasts, hair_ornament, medium_breasts`, 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 | 265 | 436.70 MiB | [Download](https://huggingface.co/datasets/CyberHarem/florence_neuralcloud/resolve/main/dataset-raw.zip) | Waifuc-Raw | Raw data with meta information (min edge aligned to 1400 if larger). |
| 800 | 265 | 204.71 MiB | [Download](https://huggingface.co/datasets/CyberHarem/florence_neuralcloud/resolve/main/dataset-800.zip) | IMG+TXT | dataset with the shorter side not exceeding 800 pixels. |
| stage3-p480-800 | 707 | 491.11 MiB | [Download](https://huggingface.co/datasets/CyberHarem/florence_neuralcloud/resolve/main/dataset-stage3-p480-800.zip) | IMG+TXT | 3-stage cropped dataset with the area not less than 480x480 pixels. |
| 1200 | 265 | 364.44 MiB | [Download](https://huggingface.co/datasets/CyberHarem/florence_neuralcloud/resolve/main/dataset-1200.zip) | IMG+TXT | dataset with the shorter side not exceeding 1200 pixels. |
| stage3-p480-1200 | 707 | 759.36 MiB | [Download](https://huggingface.co/datasets/CyberHarem/florence_neuralcloud/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/florence_neuralcloud',
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 | 5 |  |  |  |  |  | 1girl, black_gloves, blush, china_dress, half_gloves, heart, looking_at_viewer, no_panties, official_alternate_costume, pelvic_curtain, solo, twin_braids, white_background, blue_thighhighs, simple_background, smile, thighs, armpits, closed_mouth, open_mouth |
| 1 | 7 |  |  |  |  |  | 1girl, bare_shoulders, black_gloves, blue_thighhighs, china_dress, covered_navel, looking_at_viewer, official_alternate_costume, pelvic_curtain, solo, thighs, twin_braids, blue_dress, half_gloves, blush, heart, no_panties, smile, choker, sitting, white_background, collarbone, light_blue_hair, open_mouth, simple_background |
| 2 | 5 |  |  |  |  |  | 1girl, bare_shoulders, blue_thighhighs, looking_at_viewer, single_thighhigh, solo, white_background, black_leotard, heart, simple_background, covered_navel, grey_hair, sitting, smile, black_gloves, highleg_leotard, light_blue_hair |
| 3 | 36 |  |  |  |  |  | 1girl, looking_at_viewer, smile, solo, heart, nurse_cap, black_gloves, dress, open_mouth, white_thighhighs, holding_syringe, blush, id_card, white_background, grey_hair, intravenous_drip, simple_background, panties, pill |
| 4 | 19 |  |  |  |  |  | 1girl, official_alternate_costume, bare_shoulders, solo, hair_ribbon, looking_at_viewer, off_shoulder, blush, collarbone, long_sleeves, smile, black_choker, thigh_strap, white_background, blue_ribbon, barefoot, glasses, heart_print, two_side_up, white_shirt, blue-framed_eyewear, bottomless, simple_background, blue_nails, holding, naked_shirt, no_panties |
| 5 | 14 |  |  |  |  |  | 1girl, official_alternate_costume, school_uniform, solo, white_shirt, black_skirt, fox_ears, blush, fox_tail, heart, long_sleeves, looking_at_viewer, simple_background, white_thighhighs, collared_shirt, pleated_skirt, animal_ear_fluff, fox_girl, white_background, hairclip, plaid_skirt, smile, black_choker, open_mouth, sweater_vest, thighs, blue_bowtie, fang, miniskirt, cowboy_shot, holding, medium_hair, sitting |

### Table Version

| # | Samples | Img-1 | Img-2 | Img-3 | Img-4 | Img-5 | 1girl | black_gloves | blush | china_dress | half_gloves | heart | looking_at_viewer | no_panties | official_alternate_costume | pelvic_curtain | solo | twin_braids | white_background | blue_thighhighs | simple_background | smile | thighs | armpits | closed_mouth | open_mouth | bare_shoulders | covered_navel | blue_dress | choker | sitting | collarbone | light_blue_hair | single_thighhigh | black_leotard | grey_hair | highleg_leotard | nurse_cap | dress | white_thighhighs | holding_syringe | id_card | intravenous_drip | panties | pill | hair_ribbon | off_shoulder | long_sleeves | black_choker | thigh_strap | blue_ribbon | barefoot | glasses | heart_print | two_side_up | white_shirt | blue-framed_eyewear | bottomless | blue_nails | holding | naked_shirt | school_uniform | black_skirt | fox_ears | fox_tail | collared_shirt | pleated_skirt | animal_ear_fluff | fox_girl | hairclip | plaid_skirt | sweater_vest | blue_bowtie | fang | miniskirt | cowboy_shot | medium_hair |
|----:|----------:|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------------------------------|:--------|:---------------|:--------|:--------------|:--------------|:--------|:--------------------|:-------------|:-----------------------------|:-----------------|:-------|:--------------|:-------------------|:------------------|:--------------------|:--------|:---------|:----------|:---------------|:-------------|:-----------------|:----------------|:-------------|:---------|:----------|:-------------|:------------------|:-------------------|:----------------|:------------|:------------------|:------------|:--------|:-------------------|:------------------|:----------|:-------------------|:----------|:-------|:--------------|:---------------|:---------------|:---------------|:--------------|:--------------|:-----------|:----------|:--------------|:--------------|:--------------|:----------------------|:-------------|:-------------|:----------|:--------------|:-----------------|:--------------|:-----------|:-----------|:-----------------|:----------------|:-------------------|:-----------|:-----------|:--------------|:---------------|:--------------|:-------|:------------|:--------------|:--------------|
| 0 | 5 |  |  |  |  |  | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 1 | 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 | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 2 | 5 |  |  |  |  |  | X | X | | | | X | X | | | | X | | X | X | X | X | | | | | X | X | | | X | | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 3 | 36 |  |  |  |  |  | X | X | X | | | X | X | | | | X | | X | | X | X | | | | X | | | | | | | | | | X | | X | X | X | X | X | X | X | X | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
| 4 | 19 |  |  |  |  |  | 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 | | | | | | | | | | | | | | | | |
| 5 | 14 |  |  |  |  |  | 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 |

原始信息汇总

数据集概述：florence/フローレンス/芙洛伦 (Neural Cloud)

数据集基本信息

• 许可证: MIT
• 任务类别: 文本到图像
• 标签: 艺术, 不适合所有观众
• 大小类别: 小于1K

数据集内容

• 包含: 265张图像及其标签
• 核心标签: blue_eyes, breasts, twintails, symbol-shaped_pupils, long_hair, blue_hair, heart-shaped_pupils, bangs, hair_between_eyes, small_breasts, hair_ornament, medium_breasts

数据集包列表

名称	图像数量	大小	类型	描述
raw	265	436.70 MiB	Waifuc-Raw	包含元信息的原始数据，最小边对齐至1400像素（如果更大）
800	265	204.71 MiB	IMG+TXT	短边不超过800像素的数据集
stage3-p480-800	707	491.11 MiB	IMG+TXT	三阶段裁剪数据集，区域不小于480x480像素
1200	265	364.44 MiB	IMG+TXT	短边不超过1200像素的数据集
stage3-p480-1200	707	759.36 MiB	IMG+TXT	三阶段裁剪数据集，区域不小于480x480像素

集群列表

集群标签示例

#	样本数	标签（部分）
0	5	1girl, black_gloves, blush, china_dress, half_gloves, heart, looking_at_viewer, no_panties, ...
1	7	1girl, bare_shoulders, black_gloves, blue_thighhighs, china_dress, covered_navel, ...
2	5	1girl, bare_shoulders, blue_thighhighs, looking_at_viewer, single_thighhigh, ...
3	36	1girl, looking_at_viewer, smile, solo, heart, nurse_cap, black_gloves, ...
4	19	1girl, official_alternate_costume, bare_shoulders, solo, hair_ribbon, ...
5	14	1girl, official_alternate_costume, school_uniform, solo, white_shirt, ...

此数据集适用于文本到图像的任务，特别是针对特定角色“florence/フローレンス/芙洛伦”的图像和标签，适合进行艺术创作和相关研究。