Orsoya Rocks is the group of rocks off the north coast of Robert Island in the South Shetland Islands, Antarctica, situated west-northwest of Mellona Rocks, north-northeast of Milev Rocks and east-northeast of Opaka Rocks, and extending 650 m in northwest-southeast direction and 500 m in northeast-southwest direction.