Abstract: There is provided an apparatus for generating a training data. The apparatus comprises a memory storing instructions; and a processor executing the instructions, wherein the instructions, when executed by the processor, cause the processor to: prepare 3D graphic road environment data required for rendering of 3D graphic road environment including a road and at least one object moving on the road, and set a photographing environment of a camera capturing the road and the at least one object moving on the road within the rendered 3D graphic road environment, generate a virtual captured image obtained by capturing the road and the at least one object moving on the road in the 3D graphic road environment based on information on the photographing environment of the camera, and extract training ground truth data from the virtual captured image to generate the training data including the virtual captured image and the training ground truth data.