Dataset Versions

v21

Ball Detection v4.2

Generated on Jun 2, 2022

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%
1754Images
Valid Set 9%
173Images
Test Set 4%
78Images

Preprocessing

Resize: Fit (black edges) in 240x240
Tile: 2 rows x 4 columns
Filter Null: Require at least 80% of images to contain annotations.

Augmentations

Outputs per training example: 3
Flip: Horizontal
Brightness: Between -30% and +30%
Noise: Up to 5% of pixels