srini

README.md

@@ -1,12 +1,13 @@
 ---
-title: Keras Mirnet
-emoji: 🏆
-colorFrom: gray
-colorTo: yellow
+title: Enhance Low Light Image with MIRNet
+emoji: 🎇
+colorFrom: indigo
+colorTo: pink
 sdk: gradio
-sdk_version: 3.44.4
+sdk_version: 3.9
 app_file: app.py
 pinned: false
+duplicated_from: keras-io/Enhance_Low_Light_Image
 ---
 
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+Check out the configuration reference at https://huggingface.co/docs/hub/spaces#reference

app.py

@@ -0,0 +1,33 @@
+import numpy as np
+import gradio as gr
+from PIL import Image
+import keras
+from huggingface_hub import from_pretrained_keras
+
+
+model = from_pretrained_keras("keras-io/lowlight-enhance-mirnet", compile=False)
+examples = ['examples/179.png', 'examples/493.png', 'examples/780.png']
+
+
+def infer(original_image):
+    image = keras.utils.img_to_array(original_image)
+    image = image.astype("float32") / 255.0
+    image = np.expand_dims(image, axis=0)
+    output = model.predict(image)
+    output_image = output[0] * 255.0
+    output_image = output_image.clip(0, 255)
+    output_image = output_image.reshape(
+        (np.shape(output_image)[0], np.shape(output_image)[1], 3)
+    )
+    output_image = np.uint32(output_image)
+    return output_image
+
+iface = gr.Interface(
+    fn=infer,
+    title="Low Light Image Enhancement",
+    description = "Keras Implementation of MIRNet model for light up the dark image 🌆🎆",
+    inputs=[gr.inputs.Image(label="image", type="pil", shape=(960, 640))],
+    outputs="image",
+    examples=examples,
+    cache_examples=True,
+    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)

flagged/log.csv

@@ -0,0 +1,2 @@
+image,output,flag,username,timestamp
+/Users/cheencheen/Desktop/SRM/survellliance bot/low light/Enhance_Low_Light_Image/flagged/image/00c0b6fae2795359e4034106d24549524c20bb73/tmp6vbkl584.jpg,/Users/cheencheen/Desktop/SRM/survellliance bot/low light/Enhance_Low_Light_Image/flagged/output/dfcc422fa1fa79820b754c53b6e09005bf18670e/tmpdobzgmka.png,,,2023-09-19 11:04:47.063809

gradio_cached_examples/14/log.csv

@@ -0,0 +1,4 @@
+output,flag,username,timestamp
+/Users/cheencheen/Desktop/SRM/survellliance bot/low light/Enhance_Low_Light_Image/gradio_cached_examples/14/output/db430b92035825a72ee6bd423ad33cf8730c9cf9/tmpiynf6d01.png,,,2023-09-19 11:02:09.884768
+/Users/cheencheen/Desktop/SRM/survellliance bot/low light/Enhance_Low_Light_Image/gradio_cached_examples/14/output/56f2184e2380260185bcf447443ffedc95b0b4d6/tmpnfpf3uup.png,,,2023-09-19 11:02:33.319519
+/Users/cheencheen/Desktop/SRM/survellliance bot/low light/Enhance_Low_Light_Image/gradio_cached_examples/14/output/0babb09c817eb7b98bf8f50bf49a44ad2bd9f7ed/tmpsnf4flud.png,,,2023-09-19 11:02:57.400161

model.h5

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7e0bd457aa184c3a8fde411375b292e4f7776aaf7cfc9c29661f577309be451c
+size 441222364

requirements.txt

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+tensorflow
+keras