AMIRA

tp

Object Detection

tp Image Dataset

v2

2024-03-08 2:05pm

Generated on Mar 8, 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 87%
87Images
Valid Set 9%
9Images
Test Set 4%
4Images

Preprocessing

Auto-Orient: Applied
Static Crop: 20-82% Horizontal Region, 6-100% Vertical Region
Resize: Stretch to 620x620

Augmentations

Outputs per training example: 3
90° Rotate: Clockwise, Counter-Clockwise
Noise: Up to 0.1% of pixels
Bounding Box: Flip: Horizontal
Bounding Box: Rotation: Between -15° and +15°
Bounding Box: Brightness: Between -15% and +15%