fyp

Faulty Label detection

Object Detection

Faulty Label detection Image Dataset

v1

2024-04-21 2:39pm

Generated on Apr 21, 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 98%
930Images
Valid Set 2%
20Images
Test Set 0%
3Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise
Crop: 0% Minimum Zoom, 18% Maximum Zoom
Rotation: Between -15° and +15°
Shear: ±10° Horizontal, ±10° Vertical
Hue: Between -7° and +7°
Saturation: Between -29% and +29%
Brightness: Between -19% and +19%
Exposure: Between -13% and +13%
Blur: Up to 1.2px
Noise: Up to 0.85% of pixels