Enhancing breast mammogram image using Signal Processing Techniques

1. Introduction 1.1 Background and Motivation 1.2 Objectives of the Study 1.3 Structure of the Thesis 2. Literature Review 2.1 Overview of Mammogram Imaging 2.2 Signal Processing in Medical Imaging 2.3 Previous Enhancements in Mammogram Imaging 3. Fundamentals of Signal Processing 3.1 Basic Concepts in Signal Processing 3.2 Techniques Utilized in Imaging 3.3 Signal Processing Algorithms 4. Image Enhancement Techniques 4.1 Noise Reduction Methods 4.2 Contrast Enhancement Approaches 4.3 Edge Detection Techniques 5. Proposed Methodology 5.1 Design of the Enhancement Algorithm 5.2 Implementation Framework 5.3 Evaluation Metrics 6. Experimental Setup 6.1 Dataset Description 6.2 Experiment Design 6.3 Software and Tools Used 7. Results and Discussion 7.1 Evaluation of Enhancement Techniques 7.2 Comparison with Existing Methods 7.3 Impact on Diagnostic Accuracy 8. Conclusion and Future Work 8.1 Summary of Findings 8.2 Limitations of the Study 8.3 Recommendations for Future Research