early detection of breast tumor using machine learning techniques
Breast cancer is the fifth largest cause of death globally, with 0.68 million deaths and 2.3 million cases, 90,000 cases, and 40,000 deaths in Pakistan alone. There are about 200 million tests conducted globally. Early diagnostics of cancer increases the chance of survival significantly.The stimulus
Project Title
early detection of breast tumor using machine learning techniques
Project Area of Specialization
Project Summary
Breast cancer is the fifth largest cause of death globally, with 0.68 million deaths and 2.3 million cases, 90,000 cases, and 40,000 deaths in Pakistan alone. There are about 200 million tests conducted globally. Early diagnostics of cancer increases the chance of survival significantly.The stimulus of a tumor can be ignored by the naked eye but not with the computerized method, which focuses on a pixel level. There is a rise in automation of industries through the implementation of artificial intelligence as it is proven to be faster, accurate, and precise with no human influence like emotion, mood or stress. This research is based on the improving accuracy of tumor detecting machine learning models by exploring different techniques and performing a fair comparison. It covers the implementation of different image retrieval techniques.
Project Objectives
- Improving accuracy, AUC w.r.t existing models
- Training on an enhanced dataset
- Explore different techniques in various languages and compare their performance.
Project Implementation Method
1)Introduction of patch-based ML techniques, fitted on multiple scales. extraction of features then encoding in vector sent for output to a classifier.
2)Fine-tuned to pre-made architecture
3)comparison of the proposed schemes with each other using accuracy, time, and AUC.
Benefits of the Project
Reduction in false positives.
Improvements in false negatives.
Faster, accurate, and precise results
Technical Details of Final Deliverable
Machine learning models with high accuracy.
Final Deliverable of the Project
Core Industry
Other Industries
Core Technology
Other Technologies
Sustainable Development Goals
Required Resources
| Item Name | Type | No. of Units | Per Unit Cost (in Rs) | Total (in Rs) |
|---|---|---|---|---|
| graphic card for model training | Equipment | 1 | 70000 | 70000 |
| Total in (Rs) | 70000 |
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