CNN

Convolution Filters

• 1D Convolution Filters
• 2D Convolution Filters

Convolution Layers

• Fully connected
• Locally connected

---

• Without weight sharing
• With weight sharing

---

• Single input channel
• Multiple input channels

---

• Single output map
• Multiple output maps

Convolution Layer Parameters

• Padding: Add zeros to edges of image to capture ends
  • • Default: No padding
  • • Padding: Other padding options

Transposed Convolution (Deconvolution)