West Brom have now failed to score in their last four matches.
The Baggies have looked toothless in front of goal this season.
Meanwhile, Luton have kept a clean sheet in 40 percent of their games this term.
The forward has netted 12 times in the league this season.
Adebayo has also scored twice in his last three outings.
He will be confident of netting against a side who have conceded nine in their last five matches.
Match preview: Luton Town vs West Bromwich Albion
Luton suffered their first defeat in five matches on the weekend.
The Hatters were well beaten by Birmingham as they lost 3-0.
The defeat leaves them 10th in the Championship although they are just five points off the playoff spots.
Their recent form has also been very impressive having secured five wins in their last eight matches.
West Brom winless in four
Steve Bruce's first two matches in charge of the Baggies have seen them collect just one point.
His first game was a 2-0 defeat against Sheffield United.
Last Monday, West Brom were held to a goalless draw at home to Blackburn.
They are now without a win in four matches and are 9th in the table.
Luton Town team news
Luton will be without their captain Sonny Bradley who has undergone surgery on his groin.
Jordan Clark and Luke Berry will also be missing through injury.
West Bromwich Albion team news
Jake Livermore remains suspended for the second of a three-game ban.
However, defender Kyle Bartley is expected to make his return from injury.
Daryl Dike remains suspended with a hamstring injury.
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