WASHINGTON—A federal appeals court Friday rejected a privacy group's constitutional challenge to the Transportation Security Administration's use of full-body scanners to screen passengers at U.S. airports.

The U.S. Court of Appeals for the District of Columbia Circuit said the full-body scans didn't violate the Fourth Amendment's prohibition on unreasonable searches.

"The...