Hey Paris,
Great question - the need for parameter selection is a weakness (and strength!) of M
General advice is to
- make sure your particle set is as clean as possible before going into M
- understand what each parameter group in M represents and how they are parametrized
- start conservatively (less parameters == less chance to overfit with weak/noisy data)
- progressively increase set of parameters used until map stops improving
Read the M paper to understand the above
Specific protocol:
- 1x1 image warp + particle poses only, repeat until resolution stops improving
- add defocus (with exhaustive search in first run) if map is <7A or so, repeat until resolution stops improving
- increase spatial resolution of image warp grid (3x3 first), repeat until resolution stops improving
Your resolution will likely stop improving somewhere during the above process, if not - lucky you! You have extremely strong data and are likely already at <4A or so and can test all the fancy things mentioned at the end of the tutorial :-)
Cheers,
Alister