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TACO: Trash Annotations in Context Dataset

Instance Segmentation

Dataset Versions

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Versions
resize640-aug3x-allClasses-mappedToTrash
v16
·
2 years ago
resize640-aug3x
v15
·
2 years ago
resize640-noAug-allClasses-mappedToTrash
v14
·
2 years ago
resize640-noAug
v13
·
2 years ago
raw-images
v12
·
2 years ago
v15

resize640-aug3x

Generated on May 17, 2023
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3597 Total Images

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Annotation Visualization Dataset Image Annotation Visualization Dataset Image Annotation Visualization Dataset Image Annotation Visualization Dataset Image Annotation Visualization Dataset Image Annotation Visualization Dataset Image Annotation Visualization Dataset Image Annotation Visualization Dataset Image Annotation Visualization Dataset Image Annotation Visualization Dataset Image Annotation Visualization Dataset Image Annotation Visualization Dataset Image

Dataset Split

Train Set 87%
3147Images
Valid Set 8%
299Images
Test Set 4%
151Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 640x640

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 15% Maximum Zoom
Rotation: Between -8° and +8°
Shear: ±3° Horizontal, ±3° Vertical
Grayscale: Apply to 5% of images
Hue: Between -15° and +15°
Saturation: Between -20% and +20%
Brightness: Between -20% and +20%
Exposure: Between -10% and +10%
Blur: Up to 0.75px
Cutout: 5 boxes with 2% size each

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