Detection of Fall Armyworm infestation with Deep Learning

Object Detection

Dataset Versions

v3

2023-05-12 1:10pm

Generated on May 12, 2023

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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 87%
4125Images
Valid Set 8%
402Images
Test Set 5%
222Images

Preprocessing

Static Crop: 49-63% Horizontal Region, 32-62% Vertical Region
Grayscale: Applied
Tile: 4 rows x 4 columns
Filter Null: Require all images to contain annotations.

Augmentations

Outputs per training example: 3
90° Rotate: Clockwise, Counter-Clockwise
Crop: 0% Minimum Zoom, 20% Maximum Zoom

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