thiraphat

car

Object Detection

car Image Dataset

v2

2023-08-14 8:34pm

Generated on Aug 14, 2023

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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 89%
216Images
Valid Set 7%
17Images
Test Set 4%
10Images

Preprocessing

Auto-Orient: Applied

Augmentations

Outputs per training example: 3
Flip: Horizontal
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Grayscale: Apply to 25% of images
Hue: Between -25° and +25°
Exposure: Between -25% and +25%
Mosaic: Applied
Bounding Box: Exposure: Between -25% and +25%
Bounding Box: Noise: Up to 5% of pixels