You are tasked with designing a neural network architecture for image recognition tasks. Explain the key components and considerations you would take into account in the design process. Discuss the importance of factors such as network depth, activation functions, regularization techniques, and optimization algorithms. Additionally, outline how you would evaluate the performance of your neural network architecture and propose potential methods for fine-tuning and improving its accuracy.