In this post, we are going to discuss CNN and its relavant papers.
Basic Components
Convolutional filter
Pooling operation
Equivariant & Invariant Property
Papers
- AlexNet (2012)
- ZF Net (2013)
- VGG Net (2014)
- GoogLeNet (2015)
- Microsoft ResNet (2015)
- Region Based CNNs (R-CNN - 2013, Fast R-CNN - 2015, Faster R-CNN - 2015)
- Generative Adversarial Networks (2014)
- Generating Image Descriptions (2014)
- Spatial Transformer Networks (2015)