xcvb

Resistor-Database

Object Detection

Resistor-Database Image Dataset

v2

2023-06-25 4:06pm

Generated on Jun 25, 2023

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 88%
1764Images
Valid Set 10%
194Images
Test Set 3%
58Images

Preprocessing

Modify Classes: 8 remapped, 0 dropped
Filter Null: Require all images to contain annotations.

Augmentations

Outputs per training example: 3
Flip: Vertical
Brightness: Between -22% and +22%
Blur: Up to 1px
Noise: Up to 2% of pixels