<p>Another option is to use the neural networks like - PixelLink: Detecting Scene Text via Instance Segmentation </p>

<p><a href="https://arxiv.org/pdf/1801.01315.pdf" rel="nofollow noreferrer">https://arxiv.org/pdf/1801.01315.pdf</a> </p>
Unable to improve the mask RCNN model for document images?
<p>I am training a model to extract all the necessary fields from a resume for which I am using mask rcnn to  detect the fields in image. I have trained my mask RCNN model for 1000 training samples with 49 fields to extract. I am unable to improve the accuracy. How to improve the model? Is there any pretrained weights that may help?</p>

<p><a href="https://i.stack.imgur.com/tb9Ke.jpg" rel="nofollow noreferrer"><img src="https://i.stack.imgur.com/tb9Ke.jpg" alt="enter image description here"></a></p>

<p>Difficulty in reading following text - </p>

<p><a href="https://i.stack.imgur.com/EGsmr.png" rel="nofollow noreferrer"><img src="https://i.stack.imgur.com/EGsmr.png" alt="enter image description here"></a></p>