violation detection and object detection

Object Detection

Dataset Versions

v2

2023-06-19 3:52am

Generated on Jun 18, 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
Choose another format.

Dataset Split

Train Set 87%
5562Images
Valid Set 8%
518Images
Test Set 4%
281Images

Preprocessing

Auto-Orient: Applied
Isolate Objects: Applied
Static Crop: 15-100% Horizontal Region, 0-100% Vertical Region
Resize: Stretch to 640x640
Auto-Adjust Contrast: Using Adaptive Equalization
Tile: 2 rows x 2 columns
Modify Classes: 0 remapped, 0 dropped
Filter Null: Require all images to contain annotations.

Augmentations

Outputs per training example: 3
90° Rotate: Clockwise, Counter-Clockwise, Upside Down
Crop: 0% Minimum Zoom, 20% Maximum Zoom
Blur: Up to 3.75px
Bounding Box: Brightness: Between -48% and +48%
Bounding Box: Noise: Up to 5% of pixels

Similar Projects

See More