Really just depends on the task. For this particular case I used a Faster-RCNN model with weights pretrained on the COCO dataset
Could feature extraction be helpful here?
Feature extraction from a pre-trained model? Sure, again depends how you use it. We have used feature extraction + clustering for some of these labelling tasks successfully in the past.