new-workspace-bt0eo

PKLot

Object Detection

PKLot Image Dataset

v1

2022-03-10 5:55pm

Generated on Mar 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 65%
3216Images
Valid Set 23%
1170Images
Test Set 12%
597Images

Preprocessing

Auto-Orient: Applied
Static Crop: 25-75% Horizontal Region, 25-75% Vertical Region
Resize: Stretch to 416x416
Grayscale: Applied

Augmentations

Outputs per training example: 3
Flip: Horizontal
Grayscale: Apply to 25% of images
Brightness: Between -25% and +25%
Bounding Box: Rotation: Between -15° and +15°
Bounding Box: Blur: Up to 10px