Comparative Analysis of the Evolution of Research on MRI-Based Brain Tumor Classification
You've shared three iterations of your research on MRI-based brain tumor classification using deep learning:
- First Paper (Earliest): "Optimization of Deep Learning Algorithms (DLA) Accuracy for Brain Tumor Classification from MRI Images" by Dhanasingh B Rathod.
- Second Paper (Previous Iteration): "Optimization of Deep Learning Algorithms (DLA) Accuracy for Brain Tumor Classification from MRI Images" by Dhanasingh B Rathod and Dr. Kuppala Saritha.
- Current Paper (Latest): "Enhanced MobileNetV2 with an Attention Mechanism for Real-Time MRI-Based Brain Tumor Classification: A Deep Learning Approach."
Below is a comparative analysis of these three papers, focusing on how the research has evolved over time, highlighting improvements, methodological advancements, and contributions to the field.