360digitmg

Inventory of Steel rods

Object Detection

Inventory of Steel rods Image Dataset

v5

2023-06-02 10:53pm

Generated on Jun 2, 2023

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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.
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Dataset Split

Train Set 88%
1959Images
Valid Set 8%
167Images
Test Set 4%
89Images

Preprocessing

Resize: Stretch to 640x640
Grayscale: Applied
Modify Classes: 0 remapped, 6 dropped

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Crop: 0% Minimum Zoom, 15% Maximum Zoom
Rotation: Between -45° and +45°
Shear: ±15° Horizontal, ±15° Vertical
Brightness: Between -25% and +25%
Exposure: Between -25% and +25%
Blur: Up to 1.5px
Noise: Up to 5% of pixels
Bounding Box: Flip: Horizontal, Vertical
Bounding Box: Crop: 0% Minimum Zoom, 15% Maximum Zoom
Bounding Box: Shear: ±15° Horizontal, ±15° Vertical
Bounding Box: Blur: Up to 1px
Bounding Box: Noise: Up to 5% of pixels