Commit
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1899d85
1
Parent(s):
e4ea178
Update app.py
Browse files
app.py
CHANGED
@@ -1,10 +1,11 @@
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import os
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import cv2
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import gradio as gr
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import tensorflow as tf
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import urllib.request
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import numpy as np
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import keras.backend as K
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from PIL import Image
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from matplotlib import cm
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@@ -56,17 +57,20 @@ def gen_pred(img, model=seg_model):
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# open_cv_image = np.array(pil_image)
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# img = open_cv_image[:, :, ::-1].copy()
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# # img = cv2.imread("./003e2c95d.jpg")
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img = img[::IMG_SCALING[0], ::IMG_SCALING[1]]
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img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)
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img = img/255
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img = tf.expand_dims(img, axis=0)
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pred = model.predict(img)
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pred = np.squeeze(pred, axis=0)
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print(pred)
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img_bytes = pred.tobytes()
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nparr = np.frombuffer(img_bytes, np.byte)
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pred_pil = cv2.imdecode(nparr, cv2.IMREAD_REDUCED_COLOR_8)
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print(pred_pil)
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# return "UI in developing process ..."
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return pred_pil
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import os, io
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import cv2
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import gradio as gr
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import tensorflow as tf
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import urllib.request
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import numpy as np
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import keras.backend as K
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from transformers import pipeline
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from PIL import Image
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from matplotlib import cm
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# open_cv_image = np.array(pil_image)
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# img = open_cv_image[:, :, ::-1].copy()
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# # img = cv2.imread("./003e2c95d.jpg")
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img_byte_arr = io.BytesIO()
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img.save(img_byte_arr, format='JPEG', subsampling=0, quality=100)
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img = img_byte_arr.getvalue()
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img = img[::IMG_SCALING[0], ::IMG_SCALING[1]]
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img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)
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img = img/255
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img = tf.expand_dims(img, axis=0)
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pred = model.predict(img)
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pred = np.squeeze(pred, axis=0)
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print(len(pred))
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print(max(pred))
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img_bytes = pred.tobytes()
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nparr = np.frombuffer(img_bytes, np.byte)
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pred_pil = cv2.imdecode(nparr, cv2.IMREAD_REDUCED_COLOR_8)
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# return "UI in developing process ..."
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return pred_pil
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