SensorChips

Chip

Object Detection

Chip Image Dataset

v4

2023-06-15 6:02pm

Generated on Jun 15, 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 57%
120Images
Valid Set 23%
48Images
Test Set 20%
42Images

Preprocessing

Isolate Objects: Applied
Auto-Adjust Contrast: Using Histogram Equalization

Augmentations

Outputs per training example: 3
Rotation: Between -5° and +5°
Hue: Between -10° and +10°
Blur: Up to 0.5px
Bounding Box: Flip: Horizontal, Vertical