Both half wall and knee wall are often used interchangeably but have a slight difference. The half wall is a short room divider and is also used for decoration or interior design. Whereas, the knee wall is used to support and hold the roof rafters and is attached to the bottom of a structure. For example, a knee wall is often found in attics with a ceiling.