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| __author__ = 'Img2Markup' | |
| import gradio as gr | |
| import main_program | |
| # our model's i/o method that take image from gradio interface's inputs.Image() | |
| def model_interface(image): | |
| return main_model(image) | |
| # main method that call the main_program where code is generated and then compiled | |
| def main_model(input_image): | |
| result = main_program.main_method(input_image) | |
| return result | |
| interface_title = "<br> <p style='margin: 0% 8% 0% 8%'>HTML Code Generation from Images with Deep Neural Networks</p>" | |
| interface_description = """<p style='margin: 0% 8% 2% 8%; text-align: justify;text-justify: inter-word;'> Writing | |
| code in a programming language for a designed mockup or a graphical user interface created by designers and UI | |
| engineers, is done mostly by developers to build and develop custom websites and software. The development work is | |
| not approachable by those unfamiliar with programming, to drive these personas capable of designing and developing | |
| the code bases and website structures we come up with an automated system. In this work, we showed and proposed that | |
| methods of deep learning and computer vision can be grasped to train a model that will automatically generate HTML | |
| code from a single input mockup image and try to build an end-to-end automated system with accuracy more than | |
| previous works for developing the structures of web pages.</p> """ | |
| interface_article = """<br><h2 style='text-align: center;'>Limitations of Model</h2> <p style='text-align: | |
| center;'>Certain limitations are there in the model some of them are listed below</p> <ul><li>Sometimes the model do | |
| produce all the buttons with the same green color instead of other colors</li><li>As the model has fed with the data | |
| provided, and so while producing the code on some other types of images might not generate the code we | |
| wanted</li><li>The model is only trained upon the learning and recognition of boxes and buttons etc. in the images | |
| and it do not write the text written exactly on the images</li></ul> | |
| <div style='text-align: center;'> <br><br><a | |
| href='www.google.com' target='_blank'>Developed by Nazeer Abdul Razzack Kiran Manish</a> </div> <div style='text-align: | |
| center;'>""" | |
| interface_examples = ['examples/example-1.png', 'examples/example-2.png', 'examples/example-3.png'] | |
| # a gradio interface to convert a image to HTML Code | |
| interface = gr.Interface( | |
| model_interface, | |
| inputs='image', | |
| outputs='text', | |
| allow_flagging="manual", | |
| title=interface_title, | |
| description=interface_description, | |
| article=interface_article, | |
| examples=interface_examples | |
| ) | |
| interface.launch(share=False) | |