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