Plasmodium
Description
Plasmodium is Machine Learning freeware mobile app for Plasmodium detection.
This app uses Tensorflow Object Detection API and Tensorflow Lite for developing machine learning mobile app. The ssd_mobilenet_v2_quantized_300x300_coco model is used for transfer training with dataset from J.A. Quinn. The performance of this model is evaluated by COCO detection metrics. The scores are as follow:
Mean Average Precision (mAP) @[ IoU=0.50:0.95 ] = 0.2224
Mean Average Precision (mAP) @[ IoU=0.50 ] = 0.6461
Mean Average Precision (mAP) @[ IoU=0.75 ] = 0.0996
You can use this app only for helping malaria detection. It CAN'T be used for diagnosis without any supervision from medical expert.
Screenshots
Platform requirements
- Android 5.0 or later
History
- Version 1.0.1 released (18 December 2018)
- Use SSD Mobilenet v2 quantized model to make it smaller and faster.
- Version 1.0 released (December 2018)
