Ball bearing detection v4 Image Dataset
Versions
v1
2022-10-19 12:20pm
Generated on Oct 19, 2022
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MT-YOLOv6 TXT annotations used with meituan/YOLOv6.
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Darknet TXT annotations used with YOLO Darknet (both v3 and v4) and YOLOv3 PyTorch.
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Common XML annotation format for local data munging (pioneered by ImageNet).
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720 Total Images
View All Images
Dataset Split
Train Set 88%
630Images
Valid Set 8%
60Images
Test Set 4%
30Images
Preprocessing
Auto-Orient: Applied
Resize: Stretch to 416x416
Grayscale: Applied
Augmentations
Outputs per training example: 3
Crop: 0% Minimum Zoom, 35% Maximum Zoom
Rotation: Between -20° and +20°
Brightness: Between -25% and +25%
Noise: Up to 5% of pixels
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