pipe

All pipes

Object Detection

All pipes Image Dataset

v4

2022-07-19 6:40pm

Generated on Jul 19, 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.
Other Formats
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Dataset Split

Train Set 87%
678Images
Valid Set 3%
20Images
Test Set 11%
84Images

Preprocessing

Static Crop: 25-75% Horizontal Region, 25-75% Vertical Region
Resize: Stretch to 416x416
Modify Classes: 0 remapped, 1 dropped

Augmentations

Outputs per training example: 3
Flip: Horizontal
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Brightness: Between -25% and +25%
None-Dents-Pits-Bevel
332 images
Pipes-Dents-Pits-Bevel-Pits
331 images
pitting-bevel-dent
248 images
Dents-Pits-Bevel
255 images
Dent-Bevel-pit
256 images