YOLOv5

CUSTOMv2

Object Detection

CUSTOMv2 Image Dataset

v6

2023-02-21 5:16pm

Generated on Feb 21, 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 98%
1974Images
Valid Set 1%
30Images
Test Set 0%
10Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Rotation: Between -45° and +45°
Hue: Between -10° and +10°
Brightness: Between -10% and +10%
Exposure: Between -10% and +10%
Noise: Up to 2% of pixels