Fuzzy Sets and Membership Functions:

Define fuzzy sets for concavity and shape, each with appropriate membership functions. Consider

the nuances in the images and aim for a representation that captures the complexities of these

features.

Rules:

Develop a set of rules that correlate concavity and shape features to CVM stages. Leverage

engineering intuition to create rules that reflect the relationships observed in the x$-$ray images.

Fuzzy Inference System:

Implement a fuzzy inference system using a suitable defuzzification method. Consider how the

rules combine to predict the CVM stage based on the input features.

Validation and Testing:

Validate your fuzzy logic model using additional x$-$ray images not provided in the homework.

Analyze the accuracy of your model in predicting CVM stages compared to the ground truth.