hridhoy datta

Defect Detection

Object Detection

Defect Detection Image Dataset

v4

2022-02-08 9:03am

Generated on Feb 8, 2022

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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 100%
4089Images
Valid Set %
0Images
Test Set %
0Images

Preprocessing

Resize: Stretch to 416x416
Grayscale: Applied
Modify Classes: 3 remapped, 0 dropped
Filter Null: Do not filter any null images.

Augmentations

Outputs per training example: 3
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Rotation: Between -30° and +30°
Shear: ±29° Horizontal, ±28° Vertical
Bounding Box: Flip: Horizontal, Vertical
Bounding Box: Rotation: Between -21° and +21°