Object detection method, object detection apparatus, and non-transitory storage medium thereof

The invention provides an object detection method. The object detection method comprises the steps of obtaining a set of a plurality of object annotation images which are in a source domain and have a first image style; obtaining a minority set of a plurality of object annotation images with a second image style in the target domain; obtaining a majority set of a plurality of unlabeled images with a second image style in the target domain; performing image style conversion to generate a conversion set of object annotation images with a second image style; generating an object annotation for a majority set of a plurality of unannotated images having a second image style to change from the majority set of the plurality of unannotated images to a majority set of a plurality of annotated images; and executing active domain adaptation to generate an object detection model. 本公开提供了一种对象检测方法，包含：获得在源域中的且具有第一图像风格的多个对象标注图像的集合；获得在目标域中且具有第二图像风格的多个对象标注图像的少数集合；获得在目标域中且具有第二图像风格的多个未标注图像的多数集合；执行图像风格转换以生成具有第二图像风格的对象标注图像的转换集合；生成用