Kwentar/blur_dataset

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Blur Dataset

Description

This dataset contains 1050 blurred and sharp images (350 triplets), each image triplet is a set of three photos of the same scene: sharp, defocused-blurred and motion-blurred images.

The dataset was created to validate the blur detection algorithm. The dataset can also be used for testing image deblurring, hovewer, the triplets are not "pixel-to-pixel" images, so, one cannot compare blurred and sharp images on the basis of PSNR or SSIM but sharp images can be used for visual comparison.

Dataset structure

The dataset contains three folders: sharp, defocused-blurred and motion-blurred images.

The filename structure is as follows: id_device_type.extension where

  • ID - a number from 0 to 349;
  • device - the image capture device;
  • type - one of [S, F, M]. S stands for Sharp image, F - deFocused-blurred image and M - Motion-blurred image.

The dataset contains 66 devices, these are typically smartphones, but several cameras are also provided.

List of devices:

Device Amount
HONOR-7X 37
NIKON-D3400-18-55MM 37
HONOR-8X 30
IPHONE-SE 30
NIKON-D3400-35MM 25
XIAOMI-PROCOFONE-F1 23
IPHONE-7 13
IPHONE-6S 11
XIAOMI-MI8-SE 9
HONOR-10 8
ASUS-ZENFONE-LIVE-ZB501KL 6
HONOR-7C 6
HUAWEI-P20-LITE 6
SONY-NEX-5T 6
XIAOMI-REDMI-7 6
HUAWEI-P20 5
IPHONE-8-PLUS 5
SAMSUNG-GALAXY-J3 5
HUAWEI-MATE20 4
HUAWEI-Y9 4
IPHONE-8 4
CANON-6D-100MM 3
HONOR-9 3
HUAWEI-NOVA-LITE 3
IPHONE-7-PLUS 3
SAMSUNG-GALAXY-A8 3
SAMSUNG-GALAXY-J5 3
WILEYFOX-SWIFT-2-PLUS 3
XIAOMI-REDMI-3S 3
XIAOMI-REDMI-NOTE-7 3
HONOR-6X 2
HUAWEI-P30-PRO 2
ONEPLUS-3T 2
SAMSUNG-GALAXY-A5 2
SAMSUNG-GALAXY-A6 2
SAMSUNG-GALAXY-J7 2
XIAOMI-REDMI-5-PLUS 2
ASUS-ZE500KL 1
BQ-5512L 1
CANON-6D-70-200MM 1
HONOR-4C 1
HONOR-8 1
HONOR-9-LITE 1
HUAWEI-P-SMART 1
HUAWEI-P30 1
HUAWEI-P30-LITE 1
IPHONE-5S 1
IPHONE-6 1
IPHONE-XR 1
LG-Q6 1
NOKIA-21 1
PANASONIC-DMC-TZ35 1
PRESTIGIO-MULTI-PHONE 1
SAMSUNG-EDGE-7C 1
SAMSUNG-GALAXY-7-NEO 1
SAMSUNG-GALAXY-A3 1
SAMSUNG-GALAXY-GRAND-PRIME 1
SAMSUNG-GALAXY-GRAND-PRIME-PLUS 1
SAMSUNG-GALAXY-S5 1
SONY-XPERIA-E5 1
XIAOMI-MI8-LITE 1
XIAOMI-REDMI-4 1
XIAOMI-REDMI-4A 1
XIAOMI-REDMI-4X 1
XIAOMI-REDMI-NOTE-4X 1
XIAOMI-REDMI-NOTE-5A-PRIME 1

Download

Kaggle dataset (images were scaled to 2048 pixels by the widest side): https://www.kaggle.com/kwentar/blur-dataset

Google drive (source images): https://drive.google.com/open?id=1RObmCDPeQ1Lg-V6u7dT02Pf0qH-QMcTp

Mirror: https://yadi.sk/d/_Wli3wSSScnzCg

Samples

Sharp Defocused-blurred Motion-blurred
106 Sharp 106 Defocused 106 Motion
176 Sharp 176 Defocused 176 Motion
180 Sharp 180 Defocused 180 Motion

Licence

CC0: Public Domain

How to cite

will be soon

Contributors

Kwentar

Issues