Hackahcmc Dataset

v1

2024-06-29 3:54pm

Generated on Jun 29, 2024

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Pascal VOC XML
Common XML annotation format for local data munging (pioneered by ImageNet).
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Dataset Split

Train Set 88%
5751Images
Valid Set 8%
513Images
Test Set 4%
258Images

Preprocessing

Auto-Orient: Applied
Static Crop: 25-75% Horizontal Region, 25-75% Vertical Region
Resize: Stretch to 640x640
Grayscale: Applied
Modify Classes: 0 remapped, 0 dropped
Filter Null: Require all images to contain annotations.

Augmentations

Outputs per training example: 3
Flip: Horizontal, Vertical
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 35% Maximum Zoom
Rotation: Between -31° and +31°
Shear: ±30° Horizontal, ±30° Vertical
Cutout: 3 boxes with 30% size each
Bounding Box: Flip: Horizontal
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Bounding Box: Crop: 0% Minimum Zoom, 41% Maximum Zoom
Bounding Box: Rotation: Between -29° and +29°
Bounding Box: Shear: ±30° Horizontal, ±30° Vertical
Bin
cans-bottle
1753 images
garbage-cans-bottles-glass
6286 images
different-types-of-waste
3699 images
waste
1418 images