MUMU

od

Object Detection

od Image Dataset

v3

2024-03-27 8:40am

Generated on Mar 27, 2024

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.
Other Formats
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Dataset Split

Train Set 86%
7803Images
Valid Set 7%
648Images
Test Set 7%
655Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 400x300
Modify Classes: 1 remapped, 1 dropped
Filter Null: Require all images to contain annotations.

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Rotation: Between -45° and +45°
Saturation: Between -33% and +33%
Brightness: Between -25% and +25%
Exposure: Between -15% and +15%
Blur: Up to 3.2px
Noise: Up to 1.92% of pixels