Hacker News Reader

Would it be able to detect textual regions in an image as it depics kite/persons in the example image?

Yes, if you train those models using a dataset with box annotations. A more relevant model if you want to transcribe the text : https://github.com/tensorflow/models/tree/master/attention_o...