Crate Tracker

Storage Crates Collection 2

Object Detection

Storage Crates Collection 2 Image Dataset

v14

2024-02-10 1:32pm

Generated on Feb 10, 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.
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Dataset Split

Train Set 87%
4884Images
Valid Set 9%
481Images
Test Set 4%
220Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 160x160
Auto-Adjust Contrast: Using Adaptive Equalization
Filter Null: Require at least 80% of images to contain annotations.

Augmentations

Outputs per training example: 3
Shear: ±3° Horizontal, ±0° Vertical
Brightness: Between -15% and +15%
Exposure: Between -15% and +15%
Blur: Up to 1px
Noise: Up to 1% of pixels
Cutout: 2 boxes with 12% size each