Revathy

Part Detection

Object Detection

Part Detection Image Dataset

v12

2023-07-31 11:49am

Generated on Jul 31, 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.
CreateML JSON
CreateML JSON format is used with Apple's CreateML and Turi Create tools.
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Dataset Split

Train Set 87%
3639Images
Valid Set 8%
345Images
Test Set 4%
179Images

Preprocessing

Auto-Orient: Applied
Resize: Fit (black edges) in 1216x1216

Augmentations

Outputs per training example: 3
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Saturation: Between -30% and +30%
Brightness: Between -30% and +30%
Exposure: Between -10% and +10%
Blur: Up to 0.75px
Noise: Up to 5% of pixels
buttons-bnc-ports-test-tools
2417 images
buttons-knobs-slots
309 images
port-MQUk
256 images
Ports-Sockets
2389 images