image project

prefinal

Object Detection

prefinal Image Dataset

v16

Eating_or_drink-asleep-distiracted_phone

Generated on Jun 29, 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.
Other Formats
Choose another format.

Dataset Split

Train Set 99%
4236Images
Valid Set 1%
32Images
Test Set 1%
23Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640
Modify Classes: 5 remapped, 8 dropped
Filter Null: Require all images to contain annotations.

Augmentations

Outputs per training example: 3
Rotation: Between -17° and +17°
Saturation: Between -50% and +50%
Brightness: Between -30% and +30%
Exposure: Between -9% and +9%
Blur: Up to 1px
Noise: Up to 4% of pixels