I. Introduction  
II. Fundamentals of Convolutions  
III. Basic Convolutional Neural Networks  
IV. Types of Convolutions in Deep Learning  
V. Advanced Convolutional Techniques  
VI. Applications of Different Convolution Types  
VII. Future Trends in CNN  
VIII. Performance and Efficiency Considerations  
IX. Frameworks and Libraries  
X. Main Research Fields  
XI. Discussion  
XII. Conclusion  