Capstone

Ingredients

Object Detection

Ingredients Image Dataset

v2

2022-10-10 10:47pm

Generated on Oct 10, 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%
8893Images
Valid Set 8%
857Images
Test Set 4%
428Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416
Modify Classes: 33 remapped, 0 dropped

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Grayscale: Apply to 15% of images
Blur: Up to 1px