Does predicate pushdown works when we provide a filter on a dataframe reading a delta table with 2 lakh values

i.e

filter condition:column is in(list)

list contains 2lakh elements 

i need to get n number of columns from a table 

i am currently using join here

2lakh records join 1 billion records

thinking if i add the filter before join on the 1 billion table will it give performance improvement?