unicamp

keys object detection

Object Detection

keys object detection Image Dataset

v3

Q_bar_saturation

Generated on Mar 21, 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 81%
957Images
Valid Set 11%
127Images
Test Set 8%
100Images

Preprocessing

Static Crop: 13-90% Horizontal Region, 13-90% Vertical Region
Auto-Adjust Contrast: Using Contrast Stretching

Augmentations

Outputs per training example: 3
Grayscale: Apply to 50% of images
Saturation: Between -69% and +69%
Exposure: Between -22% and +22%
Noise: Up to 5% of pixels