The Welsh side are without a win in their last five top-flight games and have secured only one victory in nine.
Malky Mackay saw his charges slump to a 2-0 defeat at Crystal Palace last weekend and a lack of goals has been a problem, as they have failed to score in their last three outings.
Goalkeeper David Marshall is confident Cardiff can start climbing the table, starting with a win against Steve Clarke's side.
He told Wales Online: "On our day we can beat anybody at home.
"The camaraderie in our dressing room was a key factor when we were promoted last season and that is still there."
"You never know who will beat who in the Premier League - it's very competitive." he told the club's official website.
"I'm sure the team and the form will pick up. We have a good head coach, who is trusted, and we need to kick on.
"It's about getting results - but in the Premier League you cannot all do that. We're confident in the team we've got to keep picking up points."
