Vision Based Agricultural Implement Awareness

Object Detection

Dataset Versions

v6

2023-02-13 8:33am

Generated on Feb 13, 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 94%
6097Images
Valid Set 4%
246Images
Test Set 2%
141Images

Preprocessing

Auto-Orient: Applied
Isolate Objects: Applied
Resize: Fit within 416x416
Auto-Adjust Contrast: Using Contrast Stretching

Augmentations

Outputs per training example: 7
Grayscale: Apply to 25% of images
Hue: Between -29° and +29°
Brightness: Between -25% and +25%
Blur: Up to 10px
Bounding Box: 90° Rotate: Clockwise, Counter-Clockwise
Bounding Box: Rotation: Between -15° and +15°
Bounding Box: Shear: ±15° Horizontal, ±15° Vertical

Similar Projects

See More