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8,643 Images with 14 Types of Distortions – Image Denoising & Deblurring Dataset

image restoration dataset
image deblurring dataset
image denoising dataset
low quality image dataset
noisy image dataset
blurred image dataset
real-world degraded images
AI image enhancement dataset
computer vision abnormal images

This dataset provides 8,643 abnormal images and videos covering 14 different distortion types, including noise, blur, low resolution, and other degradations.The data includes indoor scenes (library, craft store, etc.) and outdoor scenes (road, building, square, railway station, etc.) under various lighting conditions and resolutions. This dataset can be used for tasks such as image denoising, image deblurring, low-light enhancement, and real-world degraded image reconstruction.

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This is a paid datasets for commercial use, research purpose and more. Licensed ready made datasets help jump-start AI projects.
SpecificationsSpecifications
Data size
8,643 images, 14 types
Collecting environment
indoor scenes (library, craft store, etc.), outdoor scenes (road, building, square, railway station, etc.)
Data diversity
including multiple scenes, 14 types of abnormal videos & images data, different light conditions, different image resolutions
Device
cellphone, camera
Data format
the video data format is .mp4, the image data format is .jpg or .png
Collecting content
video data includes Dynamic Blur, Blocking Artifact; image data includes Abnormal Saturation, Abnormal Contrast Ratio, Resolution Reduction, Blurry Image, Blurry Scene, Noise Image, Noise-like Image, Old Image, Black Frame, Color-bar Noise, Streak Shaped Noise and Lens Occlusion
Accuracy
according to the Collection content, the collecting accuracy is over 97%
Sample Sample
  • 8,643 Images with 14 Types of Distortions – Image Denoising & Deblurring Dataset
  • 8,643 Images with 14 Types of Distortions – Image Denoising & Deblurring Dataset
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