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loc

Object Detection

loc Image Dataset

v2

2023-10-18 4:47pm

Generated on Oct 18, 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 92%
13236Images
Valid Set 5%
723Images
Test Set 3%
454Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x360
Modify Classes: 16 remapped, 1 dropped

Augmentations

Outputs per training example: 2
Flip: Horizontal
Brightness: Between -29% and +29%
Blur: Up to 2.5px
Noise: Up to 5% of pixels
motorcycle
1431 images
car, bike, motorcycle, bus, truck, person, traffic signal, traffic signs
1589 images
car-person-bus-helmet-motorcycle
4685 images
car-motorcycle-truck-bus-bicycle
3757 images