type of defects3 Image Dataset
v4
2023-04-14 11:35pm
Generated on Apr 14, 2023
Popular Download Formats
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.
Other Formats
Choose another format.
9601 Total Images
View All Images
Dataset Split
Train Set 69%
6671Images
Valid Set 20%
1966Images
Test Set 10%
964Images
Preprocessing
Auto-Orient: Applied
Isolate Objects: Applied
Static Crop: 28-68% Horizontal Region, 0-100% Vertical Region
Resize: Fit (reflect edges) in 640x640
Modify Classes: 8 remapped, 0 dropped
Augmentations
Outputs per training example: 1
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 38% Maximum Zoom
Saturation: Between -29% and +29%
Brightness: Between -18% and +18%
Exposure: Between -20% and +20%
Blur: Up to 1.25px
Noise: Up to 7% of pixels
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