TrashNet: A set of annotated images of trash that can be used for object detection

Object Detection

Dataset Versions

v20

2023-06-06 5:41pm

Generated on Jun 6, 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.
Other Formats
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Dataset Split

Train Set 87%
5283Images
Valid Set 8%
499Images
Test Set 4%
264Images

Preprocessing

Auto-Orient: Applied

Augmentations

Outputs per training example: 3
Flip: Horizontal
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 39% Maximum Zoom
Rotation: Between -45° and +45°
Shear: ±45° Horizontal, ±45° Vertical
Grayscale: Apply to 100% of images
Hue: Between -180° and +180°
Saturation: Between -70% and +70%
Brightness: Between -37% and +37%
Exposure: Between -22% and +22%
Blur: Up to 7px
Noise: Up to 25% of pixels
Cutout: 25 boxes with 10% size each
Mosaic: Applied