Gianluca Annina

progetto

Object Detection

progetto Image Dataset

v1

provaseria

Generated on Nov 7, 2021

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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.
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Dataset Split

Train Set 84%
453Images
Valid Set 11%
61Images
Test Set 5%
25Images

Preprocessing

Auto-Orient: Applied
Isolate Objects: Applied
Resize: Stretch to 416x416

Augmentations

Outputs per training example: 3
Flip: Horizontal
90° Rotate: Clockwise, Counter-Clockwise
Crop: 0% Minimum Zoom, 16% Maximum Zoom
Grayscale: Apply to 25% of images
Hue: Between -25° and +25°
Brightness: Between -25% and +25%
Noise: Up to 5% of pixels
Recycling
9691 images
carton-latas-vidrio-papel-plasti
2335 images
SAC
residuos
650 images
Paper-Hazardous-Plastic-Food
6059 images