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Update app.py
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app.py
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| 1 |
+
import gradio as gr
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| 2 |
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import cv2
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| 3 |
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import numpy as np
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| 4 |
+
from datetime import datetime
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| 5 |
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import random
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| 6 |
+
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| 7 |
+
def basic_filter(image, filter_type):
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| 8 |
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"""Apply basic image filters"""
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| 9 |
+
if filter_type == "Gray Toning":
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| 10 |
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return cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)
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| 11 |
+
elif filter_type == "Sepia":
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| 12 |
+
sepia_filter = np.array([
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| 13 |
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[0.272, 0.534, 0.131],
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| 14 |
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[0.349, 0.686, 0.168],
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| 15 |
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[0.393, 0.769, 0.189]
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| 16 |
+
])
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| 17 |
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return cv2.transform(image, sepia_filter)
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| 18 |
+
elif filter_type == "Voyeur":
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| 19 |
+
# Improved X-ray effect
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| 20 |
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gray = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)
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| 21 |
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inverted = cv2.bitwise_not(gray)
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| 22 |
+
# Increase contrast
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| 23 |
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clahe = cv2.createCLAHE(clipLimit=3.0, tileGridSize=(8,8))
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| 24 |
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enhanced = clahe.apply(inverted)
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| 25 |
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# Sharpen
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| 26 |
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kernel = np.array([[-1,-1,-1], [-1,9,-1], [-1,-1,-1]])
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| 27 |
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sharpened = cv2.filter2D(enhanced, -1, kernel)
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| 28 |
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return cv2.cvtColor(sharpened, cv2.COLOR_GRAY2BGR)
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| 29 |
+
elif filter_type == "Bulanıklaştır":
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| 30 |
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return cv2.GaussianBlur(image, (15, 15), 0)
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| 31 |
+
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| 32 |
+
def classic_filter(image, filter_type):
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| 33 |
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"""Classical display filters"""
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| 34 |
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if filter_type == "Karakalem Effect":
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| 35 |
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gray = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)
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| 36 |
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inverted = cv2.bitwise_not(gray)
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| 37 |
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blurred = cv2.GaussianBlur(inverted, (21, 21), 0)
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| 38 |
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sketch = cv2.divide(gray, cv2.subtract(255, blurred), scale=256)
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| 39 |
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return cv2.cvtColor(sketch, cv2.COLOR_GRAY2BGR)
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| 40 |
+
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| 41 |
+
elif filter_type == "Sharpen":
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| 42 |
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kernel = np.array([[-1,-1,-1], [-1,9,-1], [-1,-1,-1]])
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| 43 |
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return cv2.filter2D(image, -1, kernel)
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| 44 |
+
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| 45 |
+
elif filter_type == "Embossing":
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| 46 |
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kernel = np.array([[0,-1,-1], [1,0,-1], [1,1,0]])
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| 47 |
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gray = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)
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| 48 |
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emboss = cv2.filter2D(gray, -1, kernel) + 128
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| 49 |
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return cv2.cvtColor(emboss, cv2.COLOR_GRAY2BGR)
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| 50 |
+
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| 51 |
+
elif filter_type == "Edge Detection":
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| 52 |
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edges = cv2.Canny(image, 100, 200)
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| 53 |
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return cv2.cvtColor(edges, cv2.COLOR_GRAY2BGR)
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| 54 |
+
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| 55 |
+
def createer_filter(image, filter_type):
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| 56 |
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"""Creative and unusual image filters"""
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| 57 |
+
if filter_type == "Pixel Art":
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| 58 |
+
h, w = image.shape[:2]
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| 59 |
+
piksel_size = 20
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| 60 |
+
small = cv2.resize(image, (w//piksel_size, h//piksel_size))
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| 61 |
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return cv2.resize(small, (w, h), interpolation=cv2.INTER_NEAREST)
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| 62 |
+
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| 63 |
+
elif filter_type == "Mosaic Effect":
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| 64 |
+
h, w = image.shape[:2]
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| 65 |
+
mozaik_size = 30
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| 66 |
+
for i in range(0, h, mozaik_size):
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| 67 |
+
for j in range(0, w, mozaik_size):
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| 68 |
+
roi = image[i:i+mozaik_size, j:j+mozaik_size]
|
| 69 |
+
if roi.size > 0:
|
| 70 |
+
color = np.mean(roi, axis=(0,1))
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| 71 |
+
image[i:i+mozaik_size, j:j+mozaik_size] = color
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| 72 |
+
return image
|
| 73 |
+
|
| 74 |
+
elif filter_type == "Rainbow":
|
| 75 |
+
hsv = cv2.cvtColor(image, cv2.COLOR_BGR2HSV)
|
| 76 |
+
h, w = image.shape[:2]
|
| 77 |
+
for i in range(h):
|
| 78 |
+
hsv[i, :, 0] = (hsv[i, :, 0] + i % 180).astype(np.uint8)
|
| 79 |
+
return cv2.cvtColor(hsv, cv2.COLOR_HSV2BGR)
|
| 80 |
+
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| 81 |
+
elif filter_type == "Night Vision":
|
| 82 |
+
green_image = image.copy()
|
| 83 |
+
green_image[:,:,0] = 0 # Blue channel
|
| 84 |
+
green_image[:,:,2] = 0 # Red channel
|
| 85 |
+
return cv2.addWeighted(green_image, 1.5, np.zeros(image.shape, image.dtype), 0, -50)
|
| 86 |
+
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| 87 |
+
def special_effects(image, filter_type):
|
| 88 |
+
"""Apply special effects"""
|
| 89 |
+
if filter_type == "Matrix Effect":
|
| 90 |
+
green_matrix = np.zeros_like(image)
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| 91 |
+
green_matrix[:,:,1] = image[:,:,1] # Only green channel
|
| 92 |
+
random_brightness = np.random.randint(0, 255, size=image.shape[:2])
|
| 93 |
+
green_matrix[:,:,1] = np.minimum(green_matrix[:,:,1] + random_brightness, 255)
|
| 94 |
+
return green_matrix
|
| 95 |
+
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| 96 |
+
elif filter_type == "Wave Effect":
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| 97 |
+
rows, cols = image.shape[:2]
|
| 98 |
+
img_output = np.zeros(image.shape, dtype=image.dtype)
|
| 99 |
+
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| 100 |
+
for i in range(rows):
|
| 101 |
+
for j in range(cols):
|
| 102 |
+
offset_x = int(25.0 * np.sin(2 * 3.14 * i / 180))
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| 103 |
+
offset_y = int(25.0 * np.cos(2 * 3.14 * j / 180))
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| 104 |
+
if i+offset_x < rows and j+offset_y < cols:
|
| 105 |
+
img_output[i,j] = image[(i+offset_x)%rows,(j+offset_y)%cols]
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| 106 |
+
else:
|
| 107 |
+
img_output[i,j] = 0
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| 108 |
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return img_output
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| 109 |
+
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| 110 |
+
elif filter_type == "Time Stamp":
|
| 111 |
+
output = image.copy()
|
| 112 |
+
timestamp = datetime.now().strftime("%Y-%m-%d %H:%M:%S")
|
| 113 |
+
font = cv2.FONT_HERSHEY_SIMPLEX
|
| 114 |
+
cv2.putText(output, timestamp, (10, 30), font, 1, (255, 255, 255), 2)
|
| 115 |
+
return output
|
| 116 |
+
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| 117 |
+
elif filter_type == "Glitch Effect":
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| 118 |
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glitch = image.copy()
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| 119 |
+
h, w = image.shape[:2]
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| 120 |
+
for _ in range(10):
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| 121 |
+
x1 = random.randint(0, w-50)
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| 122 |
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y1 = random.randint(0, h-50)
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| 123 |
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x2 = random.randint(x1, min(x1+50, w))
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| 124 |
+
y2 = random.randint(y1, min(y1+50, h))
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| 125 |
+
glitch[y1:y2, x1:x2] = np.roll(glitch[y1:y2, x1:x2],
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| 126 |
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random.randint(-20, 20),
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| 127 |
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axis=random.randint(0, 1))
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| 128 |
+
return glitch
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| 129 |
+
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| 130 |
+
def artistic_filter(image, filter_type):
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| 131 |
+
"""Apply artistic image filters"""
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| 132 |
+
if filter_type == "Pop Art":
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| 133 |
+
img_small = cv2.resize(image, None, fx=0.5, fy=0.5)
|
| 134 |
+
img_color = cv2.resize(img_small, (image.shape[1], image.shape[0]))
|
| 135 |
+
for _ in range(2):
|
| 136 |
+
img_color = cv2.bilateralFilter(img_color, 9, 300, 300)
|
| 137 |
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hsv = cv2.cvtColor(img_color, cv2.COLOR_BGR2HSV)
|
| 138 |
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hsv[:,:,1] = hsv[:,:,1]*1.5
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| 139 |
+
return cv2.cvtColor(hsv, cv2.COLOR_HSV2BGR)
|
| 140 |
+
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| 141 |
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elif filter_type == "Oil Paint":
|
| 142 |
+
ret = np.float32(image.copy())
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| 143 |
+
ret = cv2.bilateralFilter(ret, 9, 75, 75)
|
| 144 |
+
ret = cv2.detailEnhance(ret, sigma_s=15, sigma_r=0.15)
|
| 145 |
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ret = cv2.edgePreservingFilter(ret, flags=1, sigma_s=60, sigma_r=0.4)
|
| 146 |
+
return np.uint8(ret)
|
| 147 |
+
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| 148 |
+
elif filter_type == "Cartoon Film":
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| 149 |
+
# Improved cartoon effect
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| 150 |
+
color = image.copy()
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| 151 |
+
gray = cv2.cvtColor(color, cv2.COLOR_BGR2GRAY)
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| 152 |
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gray = cv2.medianBlur(gray, 5)
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| 153 |
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edges = cv2.adaptiveThreshold(gray, 255, cv2.ADAPTIVE_THRESH_MEAN_C, cv2.THRESH_BINARY, 9, 9)
|
| 154 |
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color = cv2.bilateralFilter(color, 9, 300, 300)
|
| 155 |
+
cartoon = cv2.bitwise_and(color, color, mask=edges)
|
| 156 |
+
# Increase color saturation
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| 157 |
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hsv = cv2.cvtColor(cartoon, cv2.COLOR_BGR2HSV)
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| 158 |
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hsv[:,:,1] = hsv[:,:,1]*1.4 # Increase in saturation
|
| 159 |
+
return cv2.cvtColor(hsv, cv2.COLOR_HSV2BGR)
|
| 160 |
+
|
| 161 |
+
def atmospheric_filter(image, filter_type):
|
| 162 |
+
"""Atmospheric Filters"""
|
| 163 |
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if filter_type == "Autumn":
|
| 164 |
+
# Improved autumn effect
|
| 165 |
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autumn_filter = np.array([
|
| 166 |
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[0.393, 0.769, 0.189],
|
| 167 |
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[0.349, 0.686, 0.168],
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| 168 |
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[0.272, 0.534, 0.131]
|
| 169 |
+
])
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| 170 |
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autumn = cv2.transform(image, autumn_filter)
|
| 171 |
+
# Increase color temperature
|
| 172 |
+
hsv = cv2.cvtColor(autumn, cv2.COLOR_BGR2HSV)
|
| 173 |
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hsv[:,:,0] = hsv[:,:,0]*0.8 # Orange/yellow tones
|
| 174 |
+
hsv[:,:,1] = hsv[:,:,1]*1.2 # Increase saturation
|
| 175 |
+
return cv2.cvtColor(hsv, cv2.COLOR_HSV2BGR)
|
| 176 |
+
|
| 177 |
+
elif filter_type == "Nostalgia":
|
| 178 |
+
# Improved nostalgia effect
|
| 179 |
+
# Reduce contrast and add yellowish tone
|
| 180 |
+
image = cv2.convertScaleAbs(image, alpha=0.9, beta=10)
|
| 181 |
+
sepia = cv2.transform(image, np.array([
|
| 182 |
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[0.393, 0.769, 0.189],
|
| 183 |
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[0.349, 0.686, 0.168],
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| 184 |
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[0.272, 0.534, 0.131]
|
| 185 |
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]))
|
| 186 |
+
# Dimming effect in corners
|
| 187 |
+
h, w = image.shape[:2]
|
| 188 |
+
kernel = np.zeros((h, w))
|
| 189 |
+
center = (h//2, w//2)
|
| 190 |
+
for i in range(h):
|
| 191 |
+
for j in range(w):
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| 192 |
+
dist = np.sqrt((i-center[0])**2 + (j-center[1])**2)
|
| 193 |
+
kernel[i,j] = 1 - min(1, dist/(np.sqrt(h**2 + w**2)/2))
|
| 194 |
+
kernel = np.dstack([kernel]*3)
|
| 195 |
+
return cv2.multiply(sepia, kernel).astype(np.uint8)
|
| 196 |
+
|
| 197 |
+
elif filter_type == "Increase Brightness":
|
| 198 |
+
# Improved brightness enhancement
|
| 199 |
+
hsv = cv2.cvtColor(image, cv2.COLOR_BGR2HSV)
|
| 200 |
+
# Increase brightness
|
| 201 |
+
hsv[:,:,2] = cv2.convertScaleAbs(hsv[:,:,2], alpha=1.2, beta=30)
|
| 202 |
+
# Increase the contrast slightly
|
| 203 |
+
return cv2.convertScaleAbs(cv2.cvtColor(hsv, cv2.COLOR_HSV2BGR), alpha=1.1, beta=0)
|
| 204 |
+
|
| 205 |
+
def goruntu_isleme(image, filter_type):
|
| 206 |
+
"""Function of main image processing"""
|
| 207 |
+
if image is None:
|
| 208 |
+
return None
|
| 209 |
+
|
| 210 |
+
image = cv2.cvtColor(image, cv2.COLOR_RGB2BGR)
|
| 211 |
+
|
| 212 |
+
# Process by filter categories
|
| 213 |
+
basic_filter_listesi = ["Grey Toning", "Sepia", "Röntgen", "Frain"]
|
| 214 |
+
Classic_filters_listesi = ["Caracalem Effect", "Cutify", "Emovation", "Blank Detection"]
|
| 215 |
+
creative_filters_listesi = ["Pixel Art", "Mosaic Effect", "Rainbow", "Night Vision"]
|
| 216 |
+
ozel_efektler_listesi = ["Matrix Effect", "Window", "Time Stamp," "Glitch Effect"]
|
| 217 |
+
artistic_filters_listesi = ["Pop Art", "Oil Paint", "Cartoon"]
|
| 218 |
+
atmospheric_filters_list = ["Autumn", "Nostalgia", "Increasing Shiny"]
|
| 219 |
+
|
| 220 |
+
if filter_type in basic_filter_list:
|
| 221 |
+
output = basic_filter(image, filter_type)
|
| 222 |
+
elif filter_type in classic_filter_list:
|
| 223 |
+
output = classic_filters(image, filter_type)
|
| 224 |
+
elif filter_type's creation_filter_list:
|
| 225 |
+
output = createer_filters(image, filter_type)
|
| 226 |
+
elif filter_type in special_efektler_list:
|
| 227 |
+
output = special_efekts(image, filter_type)
|
| 228 |
+
elif filter_type in artistic_filters_list:
|
| 229 |
+
output = artistic_filters (image, filter_type)
|
| 230 |
+
elif filter_type in atmospheric_filters_list:
|
| 231 |
+
output = atmospheric_filters(image, filter_type)
|
| 232 |
+
else:
|
| 233 |
+
output = image
|
| 234 |
+
|
| 235 |
+
return cv2.cvtColor(output, cv2.COLOR_BGR2RGB) if len(output.shape) == 3 else output
|
| 236 |
+
|
| 237 |
+
# Gradio interface
|
| 238 |
+
with gr.Blocks(theme=gr.themes.Monochrome()) as app:
|
| 239 |
+
gr.Markdown("# 🎨 Super and Unusual Image Filtering Studio")
|
| 240 |
+
gr.Markdown("### 🌈 Add magical touches to your photos!")
|
| 241 |
+
|
| 242 |
+
with gr.Row():
|
| 243 |
+
with gr.Column():
|
| 244 |
+
image_input = gr.Image(type="numpy", label="📸 Upload Photos")
|
| 245 |
+
with gr.Accordion("ℹ️ Filter Categories", open=True):
|
| 246 |
+
filter_type = gr.Radio(
|
| 247 |
+
[
|
| 248 |
+
# Basic Filters
|
| 249 |
+
"Grey Toning", "Sepia", "Röntgen", "Frain",
|
| 250 |
+
#classic_filters_list
|
| 251 |
+
"Karakalem Effect," "Cutify", "Emovation", "Bens Perception,"
|
| 252 |
+
# Creative Filters
|
| 253 |
+
"Picles Art," "Mosaic Effect," "Rainbow," "Night Vision,"
|
| 254 |
+
# Special Effects
|
| 255 |
+
"Matrix Effect," "Window Effect", "Time Stamp," "Glitch Effect,"
|
| 256 |
+
# Artistic Filters
|
| 257 |
+
"Pop Art", "Oil Paint", "Cartoon",
|
| 258 |
+
#Atmospheric Filters
|
| 259 |
+
"Autumn", "Nostalgia", "Increasing Shiny"# Basic Filters
|
| 260 |
+
"Grey Toning", "Sepia", "Röntgen", "Frain",
|
| 261 |
+
#classic_filters_list
|
| 262 |
+
"Karakalem Effect," "Cutify", "Emovation", "Bens Perception,"
|
| 263 |
+
# Creative Filters
|
| 264 |
+
"Picles Art," "Mosaic Effect," "Rainbow," "Night Vision,"
|
| 265 |
+
# Special Effects
|
| 266 |
+
"Matrix Effect," "Window Effect", "Time Stamp," "Glitch Effect,"
|
| 267 |
+
# Artistic Filters
|
| 268 |
+
"Pop Art", "Oil Paint", "Cartoon",
|
| 269 |
+
#Atmospheric Filters
|
| 270 |
+
"Autumn", "Nostalgia", "Increase of Shiny"
|
| 271 |
+
],
|
| 272 |
+
label="🎭 Select Filter",
|
| 273 |
+
info="Choose the magic effect you want"
|
| 274 |
+
)
|
| 275 |
+
submit_button = gr.Button("✨ Apply Filter", variant="primary")
|
| 276 |
+
|
| 277 |
+
with gr.Column():
|
| 278 |
+
image_output = gr.Image(label="🖼️ Filtered Photo")
|
| 279 |
+
|
| 280 |
+
with gr.Accordion("📝 Filter Descriptions", open=False):
|
| 281 |
+
gr.Markdown("""
|
| 282 |
+
### 🎨 Filter Categories and Effects
|
| 283 |
+
|
| 284 |
+
#### 📊 Basic Filters
|
| 285 |
+
- **Grey Toning**: Turns the image into a classic style in black and white tones
|
| 286 |
+
- **Sepia**: Adds warm brown tones that give the photo an old photo vibe
|
| 287 |
+
- **Cennant**: Acronyce scanning effect by adding reverse lighting to the image
|
| 288 |
+
- **Speaking": It reduces details by creating a soft blur in the image.
|
| 289 |
+
|
| 290 |
+
#### Classic Filters List
|
| 291 |
+
- **Karakalem Effect**: It makes the image look like a charcoal drawing
|
| 292 |
+
- **Cutify**: Declare the details in the image
|
| 293 |
+
- **Emboss**: Adds embossing and depth effect to the image
|
| 294 |
+
- **Bulk Detection: Emphasizes edge lines in the image
|
| 295 |
+
|
| 296 |
+
#### s Creative Filters
|
| 297 |
+
- **Picsel Art***: Dividing the image into small frames in retro pixel style
|
| 298 |
+
- **Mosaic Effect**: Divids the photo into small pieces of mosaics
|
| 299 |
+
- **Rainbow**: Adds colored rainbow effects to the image
|
| 300 |
+
- **Night Vision***: Simulates the night vision device effect
|
| 301 |
+
|
| 302 |
+
#### s Special Effects
|
| 303 |
+
- **Matrix Effect**: Matrix movie effect
|
| 304 |
+
- **Ware Effect**: Adds a water wave-like twisted degradation to the image, creating a feeling of ripple
|
| 305 |
+
- **Time Stamp***: Adds the date and time of taking the photo on it gives a nostalgic atmosphere
|
| 306 |
+
- **Glitch Effect***: Adding digital distortions, adds a retro style error effect to the photo
|
| 307 |
+
|
| 308 |
+
#### s Artistic Filters
|
| 309 |
+
- **Pop Art**: With vivid and contrasted colors, Andy Warhol-style creates iconic pop-art effect
|
| 310 |
+
- **Oil Paint***: Simulates brush strokes, giving the image the appearance of oil painting
|
| 311 |
+
- **Texture Effect***: Adding surface texture to the image gives a touching depth and a vial of artwork
|
| 312 |
+
""")
|
| 313 |
+
|
| 314 |
+
submit_button.click(
|
| 315 |
+
goruntu_isleme,
|
| 316 |
+
inputs=[image_input, filter_type],
|
| 317 |
+
outputs=image_output
|
| 318 |
+
)
|
| 319 |
+
|
| 320 |
+
app.launch(share=True)
|