[IP3-4-6-1] Convolutional neural networks (CNN)

Convolutional Neural Networks (CNNs) are among the most popular deep learning methods.

Introduction

External resources

• Krizhevsky, A., Sutskever, I., & Hinton, G.E. (2012). Imagenet classification with deep convolutional neural networks. In, Advances in neural information processing systems (pp. 1097-1105)
• Song, J., Gao, S., Zhu, Y., & Ma, C. (2019). A survey of remote sensing image classification based on CNNs. Big Earth Data, 3(3), 232-254. doi:10.1080/20964471.2019.1657720

Learning outcomes

• 2305 - Apply the convolutional neural network method for classifying an EO image

  Apply the convolutional neural network method for classifying an EO image

Self assessment

Outgoing relations

• [IP3-4-6-1] Convolutional neural networks (CNN) is subconcept of [IP3-4-6] Deep learning