Texts as Lines: Text Detection with Weak Supervision

Figure 2

The overall procedure of the proposed method. (1) The network pretraining on SynthText for one epoch with full masks. (2) Enhancing the label (i.e., text line) with the pretrained model. (3) The enhanced annotation information is feedback to train the network in a weakly supervised manner.