Construction Safety - Open hole / Excavation Detection

Object Detection

Dataset Versions

v5

DETR

Generated on Jun 11, 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 93%
1722Images
Valid Set 5%
85Images
Test Set 2%
35Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal
Rotation: Between -7° and +7°
Brightness: Between -15% and +15%
Noise: Up to 3% of pixels