AUTOMATED PLANT HEALTH AND PEST CONTROL SYSTEM

Object Detection

Dataset Versions

v22

2023-10-08 3:01pm

Generated on Oct 8, 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.
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Dataset Split

Train Set 92%
7203Images
Valid Set 8%
600Images
Test Set %
0Images

Preprocessing

Auto-Orient: Applied

Augmentations

Outputs per training example: 3
Flip: Applied
90° Rotate: Applied
Crop: 0% Minimum Zoom, 0% Maximum Zoom
Rotation: Between -0° and +0°
Shear: ±0° Horizontal, ±0° Vertical
Grayscale: Apply to 1% of images
Hue: Between -0° and +0°
Saturation: Between -0% and +0%
Brightness: Between -1% and +1%
Exposure: Between -0% and +0%
Blur: Up to 0px
Noise: Up to 0% of pixels
Cutout: 1 boxes with 0% size each
Bounding Box: Flip: Applied
Bounding Box: 90° Rotate: Applied
Bounding Box: Crop: 0% Minimum Zoom, 0% Maximum Zoom
Bounding Box: Rotation: Between -0° and +0°
Bounding Box: Shear: ±0° Horizontal, ±0° Vertical
Bounding Box: Brightness: Between -1% and +1%
Bounding Box: Exposure: Between -1% and +1%
Bounding Box: Blur: Up to 0px
Bounding Box: Noise: Up to 0% of pixels