Riphah

detection

Object Detection

detection Image Dataset

v4

2022-12-24 11:55pm

Generated on Dec 24, 2022

Popular Download Formats

Pascal VOC XML
Common XML annotation format for local data munging (pioneered by ImageNet).
PaliGemma
PaliGemma JSONL format used for fine-tuning PaliGemma, Google's open multimodal vision model.
CreateML JSON
CreateML JSON format is used with Apple's CreateML and Turi Create tools.
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Dataset Split

Train Set 88%
4488Images
Valid Set 8%
424Images
Test Set 4%
212Images

Preprocessing

Auto-Orient: Applied
Static Crop: 25-75% Horizontal Region, 25-75% Vertical Region
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Crop: 0% Minimum Zoom, 15% Maximum Zoom
Grayscale: Apply to 25% of images
Brightness: Between -12% and +12%
Noise: Up to 7% of pixels
defects
2132 images
defects
2132 images
defects
4132 images
defects
4132 images
Faults
2245 images