The secret sauce is in component selection and tuning. Opengeiger uses the BPW34 diode because it is relatively common and has a large surface area, but also because it has a very low capacitance ...
Gunn diodes and IMPATT diodes use high field effects in semiconductor materials to drive a negative resistance mode of operation. Gunn diodes and IMPATT diodes are similar, but not interchangeable.