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Object Detection

1 Image Dataset

v2

2023-04-04 5:01am

Generated on Apr 3, 2023

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 84%
336Images
Valid Set 10%
41Images
Test Set 6%
22Images

Preprocessing

Auto-Orient: Applied
Isolate Objects: Applied
Resize: Stretch to 640x640
Auto-Adjust Contrast: Using Adaptive Equalization

Augmentations

Outputs per training example: 3
Flip: Horizontal
Rotation: Between -11° and +11°
Saturation: Between -25% and +25%
Brightness: Between -25% and +25%
Blur: Up to 10px
Cutout: 3 boxes with 10% size each
Bounding Box: Flip: Horizontal