Discussion
AI in Agriculture: Using Computer Vision for Crop Disease Detection
Abstract
We have been working on a deep learning pipeline to detect crop diseases from drone imagery. Using YOLOv8 fine-tuned on our custom dataset of wheat and rice diseases.
Our current model achieves 89% mAP on the test set but struggles with early-stage infections. Has anyone worked on similar problems? Would love to discuss:
1. Data augmentation strategies for small lesion detection
2. Transfer learning from ImageNet vs medical imaging datasets
3. Deployment on edge devices (Raspberry Pi / Jetson Nano)
Happy to share our dataset and pretrained weights.
Figures (1)
Figure 1
Publication Stats
5
Total Reads
3
Recommendations
0
Downloads
Citations data will be displayed here
References will be listed here
Discussion (3)
Add a comment