Pollinator Insect Classifier 🔬
High-precision classifier for 10 pollinator insect species using YOLOv8 Nano with 92.07% accuracy.
Quick Start
from ultralytics import YOLO
from huggingface_hub import hf_hub_download
# Download model
model_path = hf_hub_download("leonelgv/pollinator-classifier", "yolo8n.pt")
# Load and predict
model = YOLO(model_path)
results = model("insect_image.jpg")
See files in this repository for complete usage examples and training details.
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Evaluation results
- Top-1 Accuracy on Custom Pollinator Insects Datasetself-reported0.921
- Top-5 Accuracy on Custom Pollinator Insects Datasetself-reported0.991
# Couldn't find a valid YOLO version tag. # Replace XX with the correct version. from ultralytics import YOLOvXX model = YOLOvXX.from_pretrained("leonelgv/pollinator-classifier") source = 'http://images.cocodataset.org/val2017/000000039769.jpg' model.predict(source=source, save=True)