IA Setup

IA

Object Detection

IA Image Dataset

v2

2022-11-14 10:46am

Generated on Nov 14, 2022

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
Choose another format.

Dataset Split

Train Set 87%
1950Images
Valid Set 8%
185Images
Test Set 4%
99Images

Preprocessing

Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Rotation: Between -13° and +13°
Shear: ±15° Horizontal, ±15° Vertical
Grayscale: Apply to 30% of images
Noise: Up to 10% of pixels
Mosaic: Applied
Bounding Box: Crop: 0% Minimum Zoom, 60% Maximum Zoom

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