ustb

...

Object Detection

... Image Dataset

v3

2023-07-18 7:36pm

Generated on Jul 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 87%
2937Images
Valid Set 8%
282Images
Test Set 4%
138Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Exposure: Between -10% and +10%
Noise: Up to 5% of pixels
Mosaic: Applied
person-bicycles-cars-trees-etc
1399 images
person-bicycles-cars-trees-etc
1399 images
person-bicycles-cars-trees-etc
1410 images