Line Detection
- A lot of work goes into line and edge detection.
- When I was in graduate school (in the 90s), I used to listen to a
different PhD
student talking about their method each week.
- These are typically worried about straight lines.
- There is a separate area for working with curves.
- Images are not perfect, so there are often a lot of bumps in
the image (which our eyes cancel out subconsciously).
- Averaging (see blending) is a useful
technique to cope with noise.
- For an edge, you want to see a permanent shift.
- For a line, you want to see a one (or a few) off shift.
- You typically have to cope with the full range of angles, and
you want to cover different areas.
- There is also a field of connecting partial lines.
- As usual, the more you know about the image, the easier it is to
work with.