balls

balls

Object Detection

balls Image Dataset

v1

2023-04-23 5:26pm

Generated on Apr 23, 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%
927Images
Valid Set 9%
96Images
Test Set 4%
42Images

Preprocessing

Auto-Adjust Contrast: Using Adaptive Equalization
Modify Classes: 5 remapped, 0 dropped

Augmentations

Outputs per training example: 3
Bounding Box: Brightness: Between -25% and +25%
Bounding Box: Blur: Up to 10px
Bounding Box: Noise: Up to 3% of pixels