object classifier Dataset

v3

2024-08-22 9:26am

Generated on Aug 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 91%
1092Images
Valid Set 7%
84Images
Test Set 2%
25Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 224x224
Grayscale: Applied

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Grayscale: Apply to 16% of images
Hue: Between -18° and +18°
Brightness: Between -4% and +4%
Noise: Up to 1.09% of pixels
Cutout: 3 boxes with 14% size each