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.
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 |
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
| Sharp | Defocused-blurred | Motion-blurred |
|---|---|---|
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CC0: Public Domain
will be soon