DMSoffice

Worker Activity Detection

Object Detection

Worker Activity Detection Image Dataset

v2

2024-02-23 3:27pm

Generated on Feb 23, 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 85%
645Images
Valid Set 9%
68Images
Test Set 6%
48Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 29% Maximum Zoom
Grayscale: Apply to 15% of images
Blur: Up to 2px
Noise: Up to 1.76% of pixels