project1facerecognition

Classmate-v3

Object Detection

Classmate-v3 Image Dataset

v1

2022-10-22 1:06pm

Generated on Oct 22, 2022

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%
567Images
Valid Set 8%
54Images
Test Set 4%
28Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 460x640

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Rotation: Between -15° and +15°
Shear: ±15° Horizontal, ±15° Vertical
Hue: Between -180° and +180°
Saturation: Between -25% and +25%
Brightness: Between -25% and +25%
Exposure: Between -20% and +20%
Blur: Up to 1.25px
Noise: Up to 5% of pixels
Mosaic: Applied