car detection yolov8

car object detection project

Object Detection

car object detection project Image Dataset

v2

2024-03-20 1:12pm

Generated on Mar 20, 2024

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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 88%
8100Images
Valid Set 8%
752Images
Test Set 4%
383Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Modify Classes: 0 remapped, 16 dropped

Augmentations

Outputs per training example: 3
90° Rotate: Clockwise, Counter-Clockwise
Grayscale: Apply to 10% of images
Hue: Between -10° and +10°
Noise: Up to 1.76% of pixels