Reinforcement

Unity_Box_detection

Object Detection

Unity_Box_detection Image Dataset

v2

Box_Detection_ver2

Generated on May 11, 2022

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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.
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Dataset Split

Train Set 87%
678Images
Valid Set 8%
62Images
Test Set 5%
36Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 320x320

Augmentations

Outputs per training example: 3
Hue: Between -73° and +73°
Brightness: Between -49% and +49%
Exposure: Between -26% and +26%
Noise: Up to 9% of pixels
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise
Bounding Box: Crop: 0% Minimum Zoom, 30% Maximum Zoom
Bounding Box: Rotation: Between -20° and +20°
Bounding Box: Exposure: Between -37% and +37%