Deep Learning Based Vision System Design For Digital Agriculture

Object Detection

Dataset Versions

v1

2022-07-12 7:12pm

Generated on Jul 12, 2022

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 82%
2418Images
Valid Set 13%
369Images
Test Set 5%
159Images

Preprocessing

Auto-Orient: Applied
Resize: Stretch to 600x600
Filter Null: Require all images to contain annotations.

Augmentations

Outputs per training example: 2
Flip: Horizontal, Vertical
Saturation: Between -15% and +15%
Exposure: Between -10% and +10%
Bounding Box: Crop: 0% Minimum Zoom, 10% Maximum Zoom
Bounding Box: Brightness: Between -15% and +15%

Similar Projects

See More