CNN Architectures

Architetture CNN per image classification: LeNet, AlexNet, VGG, GoogLeNet, ResNet.

Materiale didattico:

• Modelli non lineari (slides)
• Notebook di accompagnamento

Riferimenti bibliografici

• [Davies18], Ch. 15.
• [Sze22], Ch. 5.4.
• [Elg20], Ch. 4.

Link utili

• Yann LeCun’s page on LeNet (with papers and description).

• ImageNet Classification with Deep Convolutional Neural Networks

• Local Response Norm vs. Bach Norm

• Very Deep Convolutional Networks for Large Scale Image Recognition

• Going Deeper with Convolutions

• A simple guide to the versions of Inception Networks

• Batch normalization: accelerating deep network training by reducing internal covariate shift

• Residual Learning for image Recognition

• How transferable are features in deep neural networks?