What does "EfficientNetB3" mean?
Table of Contents
EfficientNetB3 is a type of computer model used for recognizing patterns in images. It is part of a series of models called EfficientNet, which are designed to be effective and efficient at the same time. This means they can understand images well while using less computer power compared to other models.
How It Works
EfficientNetB3 learns from a large number of images to identify different features. For example, it can help doctors detect certain health conditions in images of tissues or bones. By training on various images, it gets better at recognizing signs of diseases.
Performance
In tests, EfficientNetB3 has shown to be very accurate, achieving a success rate of 98.33% in identifying oral cancer from images. This high accuracy means it can be a reliable tool for medical professionals.
Usefulness
What sets EfficientNetB3 apart is not just its accuracy but also its efficiency. It requires less computing power, making it easier and cheaper to use in real-world applications. Additionally, techniques like LIME help explain the model’s predictions, making the results clearer for users.
This model's ability to combine high accuracy with efficiency makes it a valuable resource in medical diagnostics and other image recognition tasks.