Qualitative & quantitative performance evaluation of traditional image processing and CNN based automatic methods on Pool Boiling IR images of MIT’s Nuclear Reactor Lab by measuring important boiling heat transfer parameters statistically. Work performed in 2019 as part of BSc. Thesis.