Mehmet Can Aslanta

demo

Object Detection

demo Image Dataset

v1

2023-07-13 2:23pm

Generated on Jul 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
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Dataset Split

Train Set 87%
81Images
Valid Set 9%
8Images
Test Set 4%
4Images

Preprocessing

Auto-Orient: Applied
Static Crop: 34-51% Horizontal Region, 40-76% Vertical Region
Resize: Stretch to 640x640
Auto-Adjust Contrast: Using Histogram Equalization
Grayscale: Applied

Augmentations

Outputs per training example: 3
Rotation: Between -22° and +22°
Exposure: Between -15% and +15%
Blur: Up to 2px
Noise: Up to 4% of pixels
mv
car-bike-truck-person
310 images
person-car-bicycle-bus-motorbike
50 images
car-bus-truck-bike-people
1373 images