project2023

detekta road speed bump

Object Detection

detekta road speed bump Image Dataset

v2

2023-11-13 12:03am

Generated on Nov 12, 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.
Other Formats
Choose another format.

Dataset Split

Train Set 89%
78Images
Valid Set 8%
7Images
Test Set 3%
3Images

Preprocessing

Auto-Orient: Applied
Static Crop: 25-75% Horizontal Region, 32-75% Vertical Region
Resize: Stretch to 640x460

Augmentations

Outputs per training example: 3
Grayscale: Apply to 25% of images
Brightness: Between -25% and +25%