renovel/PolarRGB1
收藏Hugging Face2025-12-09 更新2025-12-20 收录
下载链接：
https://hf-mirror.com/datasets/renovel/PolarRGB1
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资源简介：
---
pretty_name: PolarFree
tags:
- computer-vision
- reflection-removal
- polarization
- image-processing
- cvpr2025
license: cc-by-nc-4.0
datasets:
- polarfree
language:
- en
size_categories:
- 10K<n<100K
task_categories:
- image-to-image
---
# PolarFree: Polarization-based Reflection-Free Imaging
## Dataset Overview
PolarFree is a high-quality dataset designed for polarization-based reflection removal tasks, as introduced in the CVPR 2025 paper "PolarFree: Polarization-based Reflection-Free Imaging". The dataset aims to support tasks such as image reflection removal and image enhancement, particularly suitable for training and evaluating image enhancement models.
## Dataset Structure
The dataset is organized as follows:
```
dataset/
├── train/
│ └── scene_id/
│ ├── input/
│ │ ├── 000_000.png
│ │ ├── 000_045.png
│ │ └── ...
│ └── gt/
│ ├── 000_000.png
│ ├── 000_045.png
│ └── ...
├── test/
│ └── scene_id/
│ ├── input/
│ │ ├── 000_000.png
│ │ ├── 000_045.png
│ │ └── ...
│ └── gt/
│ ├── 000_000.png
│ ├── 000_045.png
│ └── ...
```
- **input/scene_id/**: Contains multiple input images captured at different polarization angles. Each group of images shares the same prefix number (e.g., 000, 001), indicating they belong to the same set.
- **gt/scene_id/**: Contains the corresponding high-quality ground truth images used as references for the input images.
```json
{
"inputs": [
"input/scene_id/001_000.png",
"input/scene_id/001_045.png",
"input/scene_id/001_090.png",
"input/scene_id/001_rgb.png"
],
"gt": [
"gt/scene_id/000_000.png",
"gt/scene_id/000_045.png",
"gt/scene_id/000_090.png",
"gt/scene_id/000_rgb.png"
]
}
```
The training and testing data are all available! If you want raw images, please contact me via mingdeyao@foxmail.com.
## Supported Task
- **Image Reflection Removal**: Utilizing polarization information to remove reflections from input images, resulting in clearer images.
## Citation
If you use the PolarFree dataset in your research, please cite the following paper:
```bibtex
@inproceedings{polarfree2025,
title={PolarFree: Polarization-based Reflection-Free Imaging},
author={Yao, Mingde and Wang, Menglu and Tam, King-Man and Li, Lingen and Xue, Tianfan and Gu, Jinwei},
booktitle={CVPR},
year={2025}
}
```
For more information, please visit the project page:
- GitHub Repository: [https://github.com/mdyao/PolarFree](https://github.com/mdyao/PolarFree)
- Paper: [https://arxiv.org/abs/2503.18055](https://arxiv.org/abs/2503.18055)
---
提供机构：
renovel
