Unsupervised Learning Approaches to Object Detection with large number of object categories

Question

I want to carry out Object Detection for over 10000 classes (datasets like Tencent-ML Images/ Open Images). I have trained networks like FasterRCNN, YoloV3, Retinanet on a s