tools detect

Object Detection

tools detect Image Dataset

v1

2024-01-28 3:05pm

Generated on Jan 28, 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.
Other Formats
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Dataset Split

Train Set 87%
132Images
Valid Set 9%
13Images
Test Set 4%
6Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Auto-Adjust Contrast: Using Histogram Equalization

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise
Crop: 0% Minimum Zoom, 14% Maximum Zoom
Rotation: Between -45° and +45°
Shear: ±9° Horizontal, ±6° Vertical
Grayscale: Apply to 5% of images
Exposure: Between -10% and +10%
Noise: Up to 0.89% of pixels