smartnozzle

modelmobil

Object Detection

modelmobil Image Dataset

v27

2023-09-06 6:04pm

Generated on Sep 6, 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.
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Dataset Split

Train Set 87%
1095Images
Valid Set 8%
96Images
Test Set 5%
65Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 1280x720
Auto-Adjust Contrast: Using Histogram Equalization

Augmentations

Outputs per training example: 3
Grayscale: Apply to 26% of images
Hue: Between -25° and +25°
Saturation: Between -25% and +25%
Bounding Box: Exposure: Between -25% and +25%