PBLDataset

PBL

Object Detection

PBL Image Dataset

v4

2024-06-05 6:23pm

Generated on Jun 5, 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.
Other Formats
Choose another format.

Dataset Split

Train Set 88%
474Images
Valid Set 8%
43Images
Test Set 4%
22Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Rotation: Between -8° and +8°
Shear: ±10° Horizontal, ±10° Vertical
Saturation: Between -7% and +7%
Brightness: Between -14% and +14%
Blur: Up to 0.5px
Noise: Up to 1.25% of pixels
Bounding Box: Shear: ±6° Horizontal, ±6° Vertical
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7801 images
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