svnfs/depth-of-field

---
license: apache-2.0
annotations_creators:
- Stavros Niafas
sample_number:
- 1200
class_number:
- 2
image_size:
- (200,300,3)
source_dataset:
- unsplash
task_categories:
- image-classification
- image-segmentation
dataset_info:
- config_name: depth-of-field
features:
- name: image
dtype: string
- name: class
dtype:
class_label:
names:
0: bokeh
1: no-bokeh
- config_name: default
features:
- name: image
dtype: image
- name: label
dtype:
class_label:
names:
0: '0'
1: '1'
splits:
- name: train
num_bytes: 192150
num_examples: 1200
download_size: 38792692
dataset_size: 192150
---
## Dataset Summary

Depth-of-Field(DoF) dataset is comprised of 1200 annotated images, binary annotated with(0) and without(1) bokeh effect, shallow or deep depth of field. It is a forked data set from the [Unsplash 25K](https://github.com/unsplash/datasets) data set.

## Dataset Description

- **Repository:** [https://github.com/sniafas/photography-style-analysis](https://github.com/sniafas/photography-style-analysis)
- **Paper:** [More Information Needed](https://www.researchgate.net/publication/355917312_Photography_Style_Analysis_using_Machine_Learning)

### Citation Information
```
@article{sniafas2021,
title={DoF: An image dataset for depth of field classification},
author={Niafas, Stavros},
doi= {10.13140/RG.2.2.29880.62722},
url= {https://www.researchgate.net/publication/364356051_DoF_depth_of_field_datase}
year={2021}
}
```
Note that each DoF dataset has its own citation. Please see the source to
get the correct citation for each contained dataset.

原始信息汇总

数据集概述

基本信息

• 许可证: Apache-2.0
• 样本数量: 1200
• 类别数量: 2
• 图像尺寸: (200, 300, 3)
• 源数据集: Unsplash
• 任务类别:
  • 图像分类
  • 图像分割

数据集配置

• config_name: depth-of-field

  • 特征:
    • image: 数据类型为字符串
    • class: 数据类型为类别标签，包含两个类别：
      • 0: bokeh
      • 1: no-bokeh

• config_name: default

  • 特征:
    • image: 数据类型为图像
    • label: 数据类型为类别标签，包含两个类别：
      • 0: 0
      • 1: 1
  • 分割:
    • train: 包含1200个样本，占用192150字节

数据集大小

• 下载大小: 38792692字节
• 数据集大小: 192150字节

数据集描述

• 内容: 包含1200张带有深度场效果（bokeh）和无深度场效果（no-bokeh）的二进制标注图像。
• 来源: 该数据集是从Unsplash 25K数据集派生而来。