Dataset Versions

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Versions
YOLOv8n-25epochs
v5
·
2 years ago
resize512_aug3x
v3
·
2 years ago
resize640_aug3x
v2
·
2 years ago
raw-images
v1
·
2 years ago
v3

resize512_aug3x

Generated on Dec 6, 2022
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2877 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%
2517Images
Valid Set 8%
240Images
Test Set 4%
120Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 512x512

Augmentations

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

Similar Projects

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Windows Instance Segmentation
Annotate
1 / 13
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train
Labels
Attributes
Raw Data

Annotations

Group:
windows

Classes

Layers

 
Window
42

Unused Classes

Wood
madeira
rachadura

Tags

No Tags Applied
Type and select tags below to add them to the image.

Attributes

cmp_x0221.jpg

512x512
0.26MP

Updated May 3, 54901

6:33AM
GMT+00:00

Generated by Roboflow

Training Set

Transforms

Auto-Orient Applied
Crop Keep 86%
Centered on 38%, 90%
Resize Stretch to 512x512
Flip Horizontal
Rotation 2°
Shear X: 1°
Y: -1°
Hue 14°
Saturation -6%
Brightness -3%
Exposure -9%
Blur 0.75px
Cutout Applied

Annotation History

Loading...

Raw Data

Source Data

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