Off-road environment recognition technologies for detecting extraneous substances such as dust, mud, snow, or rain during off-road autonomous driving of construction machinery, agricultural machines, and unmanned ground vehicles (UGVs) and removing the sensor signals of these substances on a real-time basis, have been developed for the first time in Korea.