Detect barleys in an oat field!
- A computer running Ubuntu or Debian
- A GPU with CUDA support
- Drone images of barleys in a an oat field
You'll need Python's venv module. If you don't have it, install it using
sudo apt install python3-venv
Then, clone this repository and run the setup script.
git clone https://github.com/stefanrua/barleynet.git
cd barleynet
./setup.sh
- Put your images in the
images/directory - Run
./detect-barleys.sh - The model's predictions are in
predictions.json
The predictions.json file is structured like this:
{
"DJI_20210709135005_0049.JPG": [
{
"bbox": [
125.98060607910156,
489.400634765625,
86.45993041992188,
33.67889404296875
],
"score": 0.9742675423622131
},
{
"bbox": [
188.53591918945312,
450.1046142578125,
72.26141357421875,
19.381805419921875
],
"score": 0.9708744883537292
},
]
}
To visualize the predictions for an image:
python3 draw.py DJI_20210709135005_0049.JPG
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