Saravana Ss

cbparts

Object Detection

cbparts Image Dataset

v2

2023-09-01 11:58am

Generated on Sep 1, 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 87%
390Images
Valid Set 9%
38Images
Test Set 4%
18Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Rotation: Between -45° and +45°
Shear: ±20° Horizontal, ±26° Vertical
Grayscale: Apply to 64% of images
Hue: Between -163° and +163°
Saturation: Between -67% and +67%
Brightness: Between -34% and +34%
Exposure: Between -15% and +15%
Blur: Up to 1px
Noise: Up to 5% of pixels
Mosaic: Applied
Bounding Box: Crop: 0% Minimum Zoom, 32% Maximum Zoom