Cyril666 commited on
Commit
3d59cc2
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1 Parent(s): 6250360

First model version

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  1. app.py +40 -0
app.py ADDED
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+ import os
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+ #os.system('python setup.py build develop')
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+ os.system('pip install "git+https://github.com/philferriere/cocoapi.git#egg=pycocotools&subdirectory=PythonAPI"')
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+ os.system('pip install --upgrade --no-cache-dir gdown')
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+ os.system('gdown -O output/ctw/ 1Ajslu_9WisuZ2nJGzE6qbD87aK6_ozzA')
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+
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+ import cv2
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+ import pandas as pd
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+ import gradio as gr
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+ from tools.demo import TextDemo
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+ from maskrcnn_benchmark.config import cfg
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+
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+
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+ def infer(filepath):
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+ cfg.merge_from_file('configs/ctw/r50_baseline.yaml')
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+ # manual override some options
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+ cfg.merge_from_list(["MODEL.DEVICE", "cpu"])
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+
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+ text_demo = TextDemo(
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+ cfg,
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+ min_image_size=800,
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+ confidence_threshold=0.7,
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+ output_polygon=True
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+ )
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+ image = cv2.imread(filepath)
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+ result_polygons, result_masks = text_demo.run_on_opencv_image(image)
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+ image = text_demo.visualization(image, result_polygons, result_masks)
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+ cv2.imwrite('result.jpg', image)
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+ return 'result.jpg'#, pd.DataFrame(result_words)
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+
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+
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+ iface = gr.Interface(
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+ fn=infer,
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+ title="Mask TextSpotter v3",
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+ description="Mask TextSpotter v3 is an end-to-end trainable scene text spotter that adopts a Segmentation Proposal Network (SPN) instead of an RPN. Mask TextSpotter v3 significantly improves robustness to rotations, aspect ratios, and shapes.",
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+ inputs=[gr.inputs.Image(label="image", type="filepath")],
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+ outputs=[gr.outputs.Image()], #, gr.outputs.Dataframe(headers=['word'])],
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+ #examples=['example1.jpg', 'example2.jpg', 'example3.jpg'],
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+ #article="<a href=\"https://github.com/MhLiao/MaskTextSpotterV3\">GitHub Repo</a>",
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+ ).launch(enable_queue=True, cache_examples=True)