artiomgoreevyandexru

Garbage models

Object Detection

Garbage models Image Dataset

v2

2023-06-15 11:50am

Generated on Jun 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 87%
1959Images
Valid Set 8%
187Images
Test Set 4%
93Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Shear: ±15° Horizontal, ±10° Vertical
Noise: Up to 2% of pixels
Cutout: 5 boxes with 8% size each
Bounding Box: Rotation: Between -20° and +20°
Bounding Box: Blur: Up to 1.5px
Bounding Box: Noise: Up to 2% of pixels