Mars is most similar to Antarctica in terms of environmental conditions - both are extremely cold, dry deserts with sparse precipitation. While Mars does have polar ice caps, the Himalayas comparison is misleading because Mars isn't primarily mountainous, and the Sahara comparison is wrong because Mars is not sandy hot.