Officers released an image of a Ford Focus which the three men are believed to have left in after the attempted burglary on Coronation Road on January 9.
Sandwell Police tweeted saying: "We are appealing for information following an attempted burglary at a property on Coronation Road, Birmingham in the early hours of 9 January.
"If you have any info on the car or the attempted burglary, please contact us via live chat or 101, quoting 20SW/9361K/21.
"We believe three people attempted to gain access to two cars on a drive as well as the front and rear doors of the property.
"Fortunately, they were unsuccessful and left in a Ford Focus.
"The men were all described as slim build, wearing tracksuits and balaclavas."