Mehmet Can Aslanta

demo

Object Detection

demo Image Dataset

v3

2023-07-14 9:45am

Generated on Jul 13, 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%
291Images
Valid Set 8%
28Images
Test Set 4%
14Images

Preprocessing

Auto-Orient: Applied
Static Crop: 27-53% Horizontal Region, 49-91% Vertical Region
Resize: Stretch to 640x640
Modify Classes: 0 remapped, 24 dropped

Augmentations

Outputs per training example: 3
Hue: Between -86° and +86°
Brightness: Between -26% and +26%
Exposure: Between -15% and +15%
Noise: Up to 1% of pixels
mv
car-bike-truck-person
310 images
person-car-bicycle-bus-motorbike
50 images
car-bus-truck-bike-people
1373 images