metadata
license: cc-by-nc-sa-4.0
This model is an object detection model trained with tensorflow object detection API, published with the paper Edge Artificial Intelligence for real-time automatic quantification of filariasis in mobile microscopy
Model description:
Developed by: Spotlab
Model type: SSD mobilenet v2
Classes: microfilaria
Datasets:
- Training set: 700 field of view images (100 magnification) from 85 samples with 1965 microfilarias
- Validation set: 173 field of view images (100 magnification) from 30 samples with 328 microfilarias
- Test set: 453 field of view images (100 magnification) from 30 samples with 328 microfilarias
Results:
- On validation set: 88.17% precision, 91.62% recall, and 89.85% f1 score.
- On test set: 94.14% precision, 91.90% recall, and 93.01% f1 score.
Example detections
