cars

tyy

Object Detection

tyy Image Dataset

v1

2024-03-23 2:31am

Generated on Mar 22, 2024

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 92%
11754Images
Valid Set 4%
486Images
Test Set 4%
489Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal
Rotation: Between -20° and +20°
Shear: ±20° Horizontal, ±20° Vertical
Grayscale: Apply to 15% of images
Saturation: Between -75% and +75%
Brightness: Between -40% and +40%
Exposure: Between -30% and +30%
Blur: Up to 1px
Noise: Up to 2% of pixels
Cutout: 5 boxes with 15% size each