Abstract

This lecture overviews 2D Digital Filter Design and Implementation that has many applications in digital image filtering, computer vision (template matching) and convolutional neural networks . It covers the following topics in detail: FIR filter design, Direct 2D FIR filter implementation, Digital FIR filter implementation using FFT, Block-based convolution methods, IIR filter design and implementation.

Frequency response of a 2D:  a) Low-pass filter; b) High-pass filter; c) Bandpass filter; d) Band-stop filter.

Zero padding for direct 2D FIR filter implementation.

2D-Digital-Filter-Design-and-Implementation-v3.2.3-Summary-1

Understanding Questionnaire

https://docs.google.com/forms/2d-digital-filter-design-and-implementation

Tutorial Exercises
  1. Circular Ideal Lowpass Filter Exercise
  2. Ideal Lowpass Filter Tutorial Exercise