ValoriousVampires

Only-Webcam Air Canvas Project

Object Detection

Only-Webcam Air Canvas Project Image Dataset

v2

2022-08-15 4:32pm

Generated on Aug 15, 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 92%
1524Images
Valid Set 4%
67Images
Test Set 4%
72Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416

Augmentations

Outputs per training example: 3
Flip: Horizontal
Rotation: Between -15° and +15°
Grayscale: Apply to 20% of images
Saturation: Between -25% and +25%
Brightness: Between -15% and +15%
Blur: Up to 10.5px
Noise: Up to 5% of pixels