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  1. .gitattributes +2 -9
  2. README.md +6 -6
  3. app.py +33 -0
  4. examples/179.png +0 -0
  5. examples/493.png +0 -0
  6. examples/780.png +0 -0
  7. requirements.txt +2 -0
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README.md CHANGED
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  ---
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- title: Keras Test
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- emoji: 🏒
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- colorFrom: green
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- colorTo: blue
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  sdk: gradio
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- sdk_version: 3.27.0
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  app_file: app.py
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  pinned: false
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  ---
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- Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
 
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  ---
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+ title: Enhance Low Light Image with MIRNet
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+ emoji: πŸŽ‡
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+ colorFrom: indigo
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+ colorTo: pink
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  sdk: gradio
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+ sdk_version: 3.9
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  app_file: app.py
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  pinned: false
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  ---
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+ Check out the configuration reference at https://huggingface.co/docs/hub/spaces#reference
app.py ADDED
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+ import numpy as np
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+ import gradio as gr
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+ from PIL import Image
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+ import keras
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+ from huggingface_hub import from_pretrained_keras
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+
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+
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+ model = from_pretrained_keras("keras-io/lowlight-enhance-mirnet", compile=False)
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+ examples = ['examples/179.png', 'examples/493.png', 'examples/780.png']
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+
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+
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+ def infer(original_image):
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+ image = keras.utils.img_to_array(original_image)
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+ image = image.astype("float32") / 255.0
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+ image = np.expand_dims(image, axis=0)
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+ output = model.predict(image)
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+ output_image = output[0] * 255.0
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+ output_image = output_image.clip(0, 255)
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+ output_image = output_image.reshape(
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+ (np.shape(output_image)[0], np.shape(output_image)[1], 3)
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+ )
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+ output_image = np.uint32(output_image)
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+ return output_image
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+
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+ iface = gr.Interface(
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+ fn=infer,
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+ title="Low Light Image Enhancement",
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+ description = "Keras Implementation of MIRNet model for light up the dark image πŸŒ†πŸŽ†",
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+ inputs=[gr.inputs.Image(label="image", type="pil", shape=(960, 640))],
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+ outputs="image",
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+ examples=examples,
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+ cache_examples=True,
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+ article = "Author: <a href=\"https://huggingface.co/vumichien\">Vu Minh Chien</a>. Based on the keras example from <a href=\"https://keras.io/examples/vision/mirnet/\">Soumik Rakshit</a>").launch(enable_queue=True)
examples/179.png ADDED
examples/493.png ADDED
examples/780.png ADDED
requirements.txt ADDED
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+ tensorflow
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+ keras