wholelibrary

containers

Object Detection

containers Image Dataset

v3

2023-08-03 9:31am

Generated on Aug 3, 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 96%
789Images
Valid Set 2%
20Images
Test Set 1%
10Images

Preprocessing

Auto-Orient: Applied
Resize: Fit (black edges) in 320x320
Auto-Adjust Contrast: Using Adaptive Equalization
Grayscale: Applied
Modify Classes: 6 remapped, 0 dropped

Augmentations

Outputs per training example: 3
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Blur: Up to 2.5px
Noise: Up to 5% of pixels
Bounding Box: Flip: Horizontal, Vertical
Bounding Box: Rotation: Between -15° and +15°
Bounding Box: Brightness: Between -15% and +15%
Bounding Box: Exposure: Between -30% and +30%
multiple-bottles-orientation
90 images
plastic-glass-bottles
255 images
bottless-pringles-cans
190 images
glassliquorbottles
168 images
potato-chips-and-beverages-multiple-bottles-orientation-snackpack-presence
176 images