Posted 12/27/2023, 6:50:44 AM
Convolutional Neural Networks: An Efficient Approach for Computer Vision
- Introduction to convolutional neural networks (CNNs) which are well-suited for computer vision tasks
- CNNs have partially connected layers and share weights, reducing model complexity
- Instead of fully connected layers, CNNs use convolutions as the fundamental building block
- A convolution can process a 100x100 image with just 25 neurons vs 10,000 weights for a fully connected layer
- Convolutional layers enable CNNs to effectively process high-resolution images like those from self-driving cars