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insulators

Object Detection

insulators Image Dataset

v1

2022-02-01 6:58pm

Generated on Feb 1, 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 96%
2280Images
Valid Set %
0Images
Test Set 4%
85Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 416x416

Augmentations

Outputs per training example: 3
Flip: Horizontal
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Rotation: Between -7° and +7°
Shear: ±15° Horizontal, ±15° Vertical
Hue: Between -36° and +36°
Brightness: Between -32% and +32%
Exposure: Between -15% and +15%
Noise: Up to 5% of pixels
d
D
da
845 images
Normal-and-defective-insulators
845 images
Normal-and-defective-insulators
845 images
defective-insulators
845 images