ESE 3600 Final Project

NoNutsML

Object Detection

NoNutsML Image Dataset

v9

2023-05-04 4:22pm

Generated on May 4, 2023

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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 80%
57Images
Valid Set 4%
3Images
Test Set 15%
11Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Rotation: Between -15° and +15°
Shear: ±15° Horizontal, ±15° Vertical
Grayscale: Apply to 47% of images
Hue: Between -25° and +25°
Saturation: Between -51% and +51%
Brightness: Between -30% and +30%
Exposure: Between -21% and +21%
Blur: Up to 2.5px
Noise: Up to 10% of pixels
products
1376 images
Products-of-vending-Machines
2675 images
vending
295 images
products
295 images
products
295 images