COLLISION AVOIDANCE SYSTEM BASED ON AUTO ZONE-DIMMING HEADLIGHTS: PREVENTING TROXLER EFFECT

Object Detection

Dataset Versions

v1

2023-08-26 11:00am

Generated on Aug 26, 2023

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%
1008Images
Valid Set 9%
100Images
Test Set 4%
45Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Blur: Up to 1.75px
Bounding Box: Flip: Horizontal
Bounding Box: Brightness: Between -25% and +25%

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