More ball bearing detection Image Dataset
v4
2021-10-17 8:41am
Generated on Oct 16, 2021
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YOLOv8
TXT annotations and YAML config used with YOLOv8.
YOLOv5
TXT annotations and YAML config used with YOLOv5.
YOLOv7
TXT annotations and YAML config used with YOLOv7.
MT-YOLOv6
MT-YOLOv6 TXT annotations used with meituan/YOLOv6.
COCO JSON
COCO JSON annotations are used with EfficientDet Pytorch and Detectron 2.
YOLO Darknet
Darknet TXT annotations used with YOLO Darknet (both v3 and v4) and YOLOv3 PyTorch.
Pascal VOC XML
Common XML annotation format for local data munging (pioneered by ImageNet).
TFRecord
TFRecord binary format used for both Tensorflow 1.5 and Tensorflow 2.0 Object Detection models.
CreateML JSON
CreateML JSON format is used with Apple's CreateML and Turi Create tools.
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342 Total Images
View All Images
Dataset Split
Train Set 89%
303Images
Valid Set 6%
20Images
Test Set 6%
19Images
Preprocessing
Auto-Orient: Applied
Static Crop: 9-90% Horizontal Region, 6-92% Vertical Region
Resize: Fit within 100x100
Augmentations
Outputs per training example: 3
Flip: Horizontal
Shear: ±26° Horizontal, ±26° Vertical
Blur: Up to 1px
Bounding Box: Shear: ±4° Horizontal, ±3° Vertical
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