US Road Signs Image Dataset
Versions
original-dataset
v72
Dec 21, 2023
Jafar2
v71
Sep 21, 2023
Jafar
v70
Sep 18, 2023
rrs
v69
Jun 2, 2023
Yazan
v64
May 29, 2023
MSM-team
v61
May 29, 2023
laith
v58
May 27, 2023
AA
v52
May 27, 2023
project
v47
May 26, 2023
SMM2
v43
May 26, 2023
2023-05-26 4:22pm
v42
May 26, 2023
Aya Mahasneh
v35
May 26, 2023
Odai absi
v31
May 25, 2023
Adan - Sawsan
v29
May 25, 2023
Version 13
v13
May 25, 2023
Cv
v10
May 25, 2023
Tareef
v8
May 25, 2023
2023-05-24 9:59pm
v5
May 24, 2023
v42
2023-05-26 4:22pm
Generated on May 26, 2023
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Common XML annotation format for local data munging (pioneered by ImageNet).
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1598 Total Images
View All Images
Dataset Split
Train Set 88%
1401Images
Valid Set 8%
122Images
Test Set 5%
75Images
Preprocessing
Auto-Orient: Applied
Resize: Stretch to 604x604
Auto-Adjust Contrast: Using Adaptive Equalization
Grayscale: Applied
Augmentations
Outputs per training example: 3
Rotation: Between -10° and +10°
Grayscale: Apply to 0% of images
Brightness: Between -30% and +30%
Blur: Up to 1.25px
Noise: Up to 5% of pixels
Cutout: 5 boxes with 18% size each
Bounding Box: Flip: Horizontal, Vertical
Bounding Box: Shear: ±20° Horizontal, ±20° Vertical
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