Vinicius Hoffelder

Model2

Object Detection

Model2 Image Dataset

v5

2023-08-15 11:23am

Generated on Aug 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 88%
537Images
Valid Set 8%
49Images
Test Set 4%
25Images

Preprocessing

Auto-Orient: Applied
Resize: Fit within 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
Grayscale: Apply to 45% of images
Hue: Between -76° and +76°
Saturation: Between -65% and +65%
Brightness: Between -30% and +30%
Exposure: Between -20% and +20%
Blur: Up to 3px
Noise: Up to 10% of pixels
Bounding Box: Flip: Horizontal, Vertical
Bounding Box: Brightness: Between -30% and +30%
Bounding Box: Exposure: Between -20% and +20%
Bounding Box: Blur: Up to 3px
Bounding Box: Noise: Up to 10% of pixels