numbers Image Dataset
v12
2023-01-26 5:16pm
Generated on Jan 26, 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.
78 Total Images
View All Images
Dataset Split
Train Set 92%
72Images
Valid Set 4%
3Images
Test Set 4%
3Images
Preprocessing
Resize: Fit (black edges) in 2048x2048
Augmentations
Outputs per training example: 3
Crop: 0% Minimum Zoom, 36% Maximum Zoom
Rotation: Between -3° and +3°
Shear: ±5° Horizontal, ±5° Vertical
Grayscale: Apply to 60% of images
Hue: Between -10° and +10°
Saturation: Between -36% and +36%
Brightness: Between -8% and +8%
Exposure: Between -20% and +20%
Blur: Up to 3px
Noise: Up to 1% of pixels
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