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pipe_gazeo_simu

Object Detection

pipe_gazeo_simu Image Dataset

v2

2022-01-10 8:07pm

Generated on Jan 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 84%
729Images
Valid Set 12%
105Images
Test Set 4%
39Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Rotation: Between -30° and +30°
Shear: ±15° Horizontal, ±15° Vertical
Noise: Up to 5% of pixels
Cutout: 5 boxes with 10% size each
Bounding Box: Flip: Horizontal, Vertical
Bounding Box: Crop: 0% Minimum Zoom, 20% Maximum Zoom
Bounding Box: Rotation: Between -30° and +30°
Bounding Box: Noise: Up to 5% of pixels