Moichor: ML-enhanced automatic diagnosis system for biomedical blood tests
Ensuring highly accurate blood test results for animal diagnostics enhanced with machine learning.
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Industry
Healthcare, Biomedics
Location
Canada
Client Since
2020
Team Size
3
Project overview
Moichor is a Canadian animal diagnostics service that provides among other things blood testing enhanced with machine learning.
Representatives of Moichor entrusted SOLVVE to find a solution that would help to provide the most accurate blood test results, which is possible due to the elimination of the subjectivity from manually performed tests.
Execution
SOLVVE used knowledge databases containing a big amount of high-resolution images of cells to help the doctors diagnose the conditions based on the blood tests.
Our experts used the transfer learning technique in conjunction with the fine-tuning of the model’s hyperparameters to train the algorithm to detect specific kinds of blood cells.
Object detection combined with instance segmentation and classification allows this technology to deliver extremely precise results.
Features
- Resistance to changes in the color map.
- Data augmentation.
- Possibility to add new classes as the diagnosіs count grows.
- Automatic updates of image database.
- Automatic re-training of the system based on the database updates to boost results accuracy.
Project results
- A turn-key solution for the company ready to provide services.
- The quality of results will become even better over time.
- The system is adapting to the new domains of data automatically.
Technologies
AWS S3; SageMaker; Tensorflow 1.x; OpenCV; GPU/TPU
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