Doc Transformers
Document processing using transformers. This is still in developmental phase, currently supports only extraction of form data i.e (key – value pairs)
pip install -q doc-transformers
Pre-requisites
Please install the following seperately
sudo apt install tesseract-ocr
pip install -q detectron2 -f https://dl.fbaipublicfiles.com/detectron2/wheels/cu101/torch1.8/index.html
Implementation
loads the image
image = form_parser.load_image(input_path_image)
gets the bounding boxes, predictions and image processed
bbox, preds, image = form_parser.process_image(image)
returns image as the output
im = form_parser.visualize_image(bbox, preds, image)
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# loads the pretrained dataset also
from doc_transformers import form_parser
# loads the image
image = form_parser.load_image(input_path_image)
# gets the bounding boxes, predictions and image processed
bbox, preds, image = form_parser.process_image(image)
# returns image as the output
im = form_parser.visualize_image(bbox, preds, image)
Results
Input
Output
- Please note that this is still in development phase and will be improved in the near future
