DATASET
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PolyUDataset
This dataset provides real noise images for denoising research, containing 40 different scenes captured by 5 leading‑brand cameras, totaling 100 regions of size 512 × 512, including noisy images and corresponding ground‑truth images.
Updated 5/10/2024
github
Description
Dataset Overview
Data Source
- The noise images in this dataset originate from the paper: Jun Xu, Hui Li, Zhetong Liang, David Zhang, and Lei Zhang, "Real-world Noisy Image Denoising: A New Benchmark", 2018.
Dataset Content
- The dataset includes 40 different scenes captured by 5 leading‑brand cameras:
- Canon EOS (5D Mark II, 80D, 600D)
- Nikon (D800)
- Sony (A7 II)
- From these scenes, 100 patches of 512 × 512 pixels were cropped, comprising:
- *Real.JPG: noisy image
- *mean.JPG: “ground truth” image
Detailed Information
- Camera 1: Canon EOS 5D Mark II
- Image name, size, aperture, shutter speed, ISO, etc.
- Camera 2: Canon EOS 80D
- Image name, size, aperture, shutter speed, ISO, etc.
- Camera 3: Canon EOS 600D
- Image name, size, aperture, shutter speed, ISO, etc.
- Camera 4: NIKON D800
- Image name, size, aperture, shutter speed, ISO, etc.
- Camera 5: Sony A7II ILCE‑7M2
- Image name, size, aperture, shutter speed, ISO, etc.
Other Related Datasets
- CC [1]
- Contains 15 cropped real‑noise images, available in a specific directory.
- DND [2]
- Contains 1,000 cropped real‑noise images, to be downloaded from the specified website.
- SID [3]
- Related information can be viewed on the corresponding webpage.
- SIDD [4]
- Smartphone image denoising dataset; detailed information available on the corresponding webpage.
Contact
- For assistance or issue reporting, contact Jun Xu:
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Topics
Image Denoising
Image Processing
Source
Organization: github
Created: 4/2/2018
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