Spaces:
Sleeping
Sleeping
Update app.py
Browse files
app.py
CHANGED
|
@@ -4,15 +4,16 @@ import numpy as np
|
|
| 4 |
import pandas as pd
|
| 5 |
import pydicom
|
| 6 |
import tempfile
|
|
|
|
| 7 |
|
| 8 |
class DicomAnalyzer:
|
| 9 |
def __init__(self):
|
| 10 |
self.results = []
|
| 11 |
self.circle_diameter = 9
|
| 12 |
-
self.
|
| 13 |
-
self.
|
| 14 |
-
self.
|
| 15 |
-
self.
|
| 16 |
|
| 17 |
def load_dicom(self, file):
|
| 18 |
try:
|
|
@@ -27,6 +28,9 @@ class DicomAnalyzer:
|
|
| 27 |
rescale_intercept = getattr(dicom_data, 'RescaleIntercept', 0)
|
| 28 |
image = (image * rescale_slope) + rescale_intercept
|
| 29 |
|
|
|
|
|
|
|
|
|
|
| 30 |
# Normalize for display
|
| 31 |
image_display = cv2.normalize(image, None, 0, 255, cv2.NORM_MINMAX).astype(np.uint8)
|
| 32 |
|
|
@@ -34,7 +38,7 @@ class DicomAnalyzer:
|
|
| 34 |
if len(image_display.shape) == 2:
|
| 35 |
image_display = cv2.cvtColor(image_display, cv2.COLOR_GRAY2BGR)
|
| 36 |
|
| 37 |
-
return
|
| 38 |
except Exception as e:
|
| 39 |
print(f"Error loading DICOM file: {str(e)}")
|
| 40 |
return None, None, None
|
|
@@ -70,72 +74,68 @@ class DicomAnalyzer:
|
|
| 70 |
print(f"Error analyzing point: {str(e)}")
|
| 71 |
return None
|
| 72 |
|
| 73 |
-
def draw_circle(self, image, x, y
|
| 74 |
-
|
| 75 |
-
|
| 76 |
-
|
| 77 |
-
|
| 78 |
-
|
| 79 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 80 |
cv2.circle(image_copy,
|
| 81 |
-
(int(
|
| 82 |
int(self.circle_diameter / 2),
|
| 83 |
(255, 255, 0), 1, # Yellow outer ring (thin)
|
| 84 |
lineType=cv2.LINE_AA)
|
| 85 |
-
cv2.circle(image_copy,
|
| 86 |
-
(int(
|
| 87 |
-
int(self.circle_diameter / 2) - 1,
|
| 88 |
(255, 255, 255), 1, # White inner ring (thin)
|
| 89 |
lineType=cv2.LINE_AA)
|
| 90 |
|
| 91 |
-
|
| 92 |
-
cv2.circle(image_copy,
|
| 93 |
-
(int(x), int(y)),
|
| 94 |
-
int(self.circle_diameter / 2),
|
| 95 |
-
(255, 255, 0), 1, # Yellow outer ring (thin)
|
| 96 |
-
lineType=cv2.LINE_AA)
|
| 97 |
-
cv2.circle(image_copy,
|
| 98 |
-
(int(x), int(y)),
|
| 99 |
-
int(self.circle_diameter / 2) - 1,
|
| 100 |
-
(255, 255, 255), 1, # White inner ring (thin)
|
| 101 |
-
lineType=cv2.LINE_AA)
|
| 102 |
-
|
| 103 |
-
# Store the new mark
|
| 104 |
-
if is_image1:
|
| 105 |
self.marks1.append((x, y))
|
| 106 |
-
|
| 107 |
-
|
| 108 |
-
|
| 109 |
-
|
| 110 |
-
|
| 111 |
-
print(f"Error drawing circle: {str(e)}")
|
| 112 |
-
return image
|
| 113 |
|
| 114 |
def process_image(self, file):
|
| 115 |
image, image_display, dicom_data = self.load_dicom(file)
|
| 116 |
-
self.
|
| 117 |
-
self.
|
| 118 |
-
self.
|
| 119 |
return image_display
|
| 120 |
|
| 121 |
def handle_click(self, evt: gr.SelectData):
|
| 122 |
-
if self.
|
| 123 |
-
return self.
|
| 124 |
|
| 125 |
try:
|
| 126 |
x, y = evt.index
|
| 127 |
-
marked_image = self.draw_circle(self.
|
| 128 |
-
self.
|
| 129 |
|
| 130 |
-
results = self.analyze_point(self.
|
| 131 |
if results:
|
| 132 |
results['Point'] = f"({x}, {y})"
|
| 133 |
self.results.append(results)
|
| 134 |
|
| 135 |
-
return self.
|
| 136 |
except Exception as e:
|
| 137 |
print(f"Error in handle_click: {str(e)}")
|
| 138 |
-
return self.
|
| 139 |
|
| 140 |
def format_results(self):
|
| 141 |
if not self.results:
|
|
@@ -145,13 +145,13 @@ class DicomAnalyzer:
|
|
| 145 |
|
| 146 |
def clear_results(self):
|
| 147 |
self.results = []
|
| 148 |
-
self.
|
| 149 |
-
if self.
|
| 150 |
-
self.
|
| 151 |
-
cv2.normalize(self.
|
| 152 |
cv2.COLOR_GRAY2BGR
|
| 153 |
)
|
| 154 |
-
return "Results cleared", self.
|
| 155 |
|
| 156 |
def update_circle_diameter(self, value):
|
| 157 |
self.circle_diameter = value
|
|
@@ -183,16 +183,17 @@ def create_interface():
|
|
| 183 |
gr.Markdown("# CT DICOM Image Analyzer")
|
| 184 |
|
| 185 |
with gr.Row():
|
| 186 |
-
|
| 187 |
-
|
| 188 |
-
|
|
|
|
| 189 |
|
| 190 |
with gr.Row():
|
| 191 |
circle_diameter = gr.Slider(
|
| 192 |
-
minimum=1,
|
| 193 |
-
maximum=20,
|
| 194 |
-
value=9,
|
| 195 |
-
step=1,
|
| 196 |
label="Circle Diameter"
|
| 197 |
)
|
| 198 |
|
|
@@ -206,23 +207,23 @@ def create_interface():
|
|
| 206 |
|
| 207 |
# Connect events
|
| 208 |
circle_diameter.change(
|
| 209 |
-
fn=analyzer.update_circle_diameter,
|
| 210 |
-
inputs=circle_diameter,
|
| 211 |
outputs=status
|
| 212 |
)
|
| 213 |
|
| 214 |
-
|
| 215 |
-
fn=analyzer.handle_click,
|
| 216 |
-
outputs=[
|
| 217 |
)
|
| 218 |
|
| 219 |
clear_btn.click(
|
| 220 |
-
fn=analyzer.clear_results,
|
| 221 |
-
outputs=[status,
|
| 222 |
)
|
| 223 |
|
| 224 |
save_btn.click(
|
| 225 |
-
fn=analyzer.save_results,
|
| 226 |
outputs=[file_output, status]
|
| 227 |
)
|
| 228 |
|
|
|
|
| 4 |
import pandas as pd
|
| 5 |
import pydicom
|
| 6 |
import tempfile
|
| 7 |
+
import os
|
| 8 |
|
| 9 |
class DicomAnalyzer:
|
| 10 |
def __init__(self):
|
| 11 |
self.results = []
|
| 12 |
self.circle_diameter = 9
|
| 13 |
+
self.current_image1 = None
|
| 14 |
+
self.image_display1 = None
|
| 15 |
+
self.dicom_data1 = None
|
| 16 |
+
self.marks1 = []
|
| 17 |
|
| 18 |
def load_dicom(self, file):
|
| 19 |
try:
|
|
|
|
| 28 |
rescale_intercept = getattr(dicom_data, 'RescaleIntercept', 0)
|
| 29 |
image = (image * rescale_slope) + rescale_intercept
|
| 30 |
|
| 31 |
+
# Store original image for analysis
|
| 32 |
+
original_image = image.copy()
|
| 33 |
+
|
| 34 |
# Normalize for display
|
| 35 |
image_display = cv2.normalize(image, None, 0, 255, cv2.NORM_MINMAX).astype(np.uint8)
|
| 36 |
|
|
|
|
| 38 |
if len(image_display.shape) == 2:
|
| 39 |
image_display = cv2.cvtColor(image_display, cv2.COLOR_GRAY2BGR)
|
| 40 |
|
| 41 |
+
return original_image, image_display, dicom_data
|
| 42 |
except Exception as e:
|
| 43 |
print(f"Error loading DICOM file: {str(e)}")
|
| 44 |
return None, None, None
|
|
|
|
| 74 |
print(f"Error analyzing point: {str(e)}")
|
| 75 |
return None
|
| 76 |
|
| 77 |
+
def draw_circle(self, image, x, y):
|
| 78 |
+
try:
|
| 79 |
+
image_copy = image.copy()
|
| 80 |
+
|
| 81 |
+
# Draw all previous marks
|
| 82 |
+
for mark_x, mark_y in self.marks1:
|
| 83 |
+
cv2.circle(image_copy,
|
| 84 |
+
(int(mark_x), int(mark_y)),
|
| 85 |
+
int(self.circle_diameter / 2),
|
| 86 |
+
(255, 255, 0), 1, # Yellow outer ring (thin)
|
| 87 |
+
lineType=cv2.LINE_AA)
|
| 88 |
+
cv2.circle(image_copy,
|
| 89 |
+
(int(mark_x), int(mark_y)),
|
| 90 |
+
int(self.circle_diameter / 2) - 1,
|
| 91 |
+
(255, 255, 255), 1, # White inner ring (thin)
|
| 92 |
+
lineType=cv2.LINE_AA)
|
| 93 |
+
|
| 94 |
+
# Draw the new mark
|
| 95 |
cv2.circle(image_copy,
|
| 96 |
+
(int(x), int(y)),
|
| 97 |
int(self.circle_diameter / 2),
|
| 98 |
(255, 255, 0), 1, # Yellow outer ring (thin)
|
| 99 |
lineType=cv2.LINE_AA)
|
| 100 |
+
cv2.circle(image_copy,
|
| 101 |
+
(int(x), int(y)),
|
| 102 |
+
int(self.circle_diameter / 2) - 1,
|
| 103 |
(255, 255, 255), 1, # White inner ring (thin)
|
| 104 |
lineType=cv2.LINE_AA)
|
| 105 |
|
| 106 |
+
# Store the new mark
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 107 |
self.marks1.append((x, y))
|
| 108 |
+
|
| 109 |
+
return image_copy
|
| 110 |
+
except Exception as e:
|
| 111 |
+
print(f"Error drawing circle: {str(e)}")
|
| 112 |
+
return image
|
|
|
|
|
|
|
| 113 |
|
| 114 |
def process_image(self, file):
|
| 115 |
image, image_display, dicom_data = self.load_dicom(file)
|
| 116 |
+
self.current_image1 = image
|
| 117 |
+
self.image_display1 = image_display
|
| 118 |
+
self.dicom_data1 = dicom_data
|
| 119 |
return image_display
|
| 120 |
|
| 121 |
def handle_click(self, evt: gr.SelectData):
|
| 122 |
+
if self.current_image1 is None:
|
| 123 |
+
return self.image_display1, "Please load an image first"
|
| 124 |
|
| 125 |
try:
|
| 126 |
x, y = evt.index
|
| 127 |
+
marked_image = self.draw_circle(self.image_display1, x, y)
|
| 128 |
+
self.image_display1 = marked_image
|
| 129 |
|
| 130 |
+
results = self.analyze_point(self.current_image1, self.dicom_data1, x, y)
|
| 131 |
if results:
|
| 132 |
results['Point'] = f"({x}, {y})"
|
| 133 |
self.results.append(results)
|
| 134 |
|
| 135 |
+
return self.image_display1, self.format_results()
|
| 136 |
except Exception as e:
|
| 137 |
print(f"Error in handle_click: {str(e)}")
|
| 138 |
+
return self.image_display1, f"Error: {str(e)}"
|
| 139 |
|
| 140 |
def format_results(self):
|
| 141 |
if not self.results:
|
|
|
|
| 145 |
|
| 146 |
def clear_results(self):
|
| 147 |
self.results = []
|
| 148 |
+
self.marks1 = []
|
| 149 |
+
if self.current_image1 is not None:
|
| 150 |
+
self.image_display1 = cv2.cvtColor(
|
| 151 |
+
cv2.normalize(self.current_image1, None, 0, 255, cv2.NORM_MINMAX).astype(np.uint8),
|
| 152 |
cv2.COLOR_GRAY2BGR
|
| 153 |
)
|
| 154 |
+
return "Results cleared", self.image_display1
|
| 155 |
|
| 156 |
def update_circle_diameter(self, value):
|
| 157 |
self.circle_diameter = value
|
|
|
|
| 183 |
gr.Markdown("# CT DICOM Image Analyzer")
|
| 184 |
|
| 185 |
with gr.Row():
|
| 186 |
+
with gr.Column():
|
| 187 |
+
file1 = gr.File(label="Upload DICOM file")
|
| 188 |
+
image1 = gr.Image(label="DICOM Image", interactive=True, type="numpy")
|
| 189 |
+
file1.change(fn=analyzer.process_image, inputs=file1, outputs=image1)
|
| 190 |
|
| 191 |
with gr.Row():
|
| 192 |
circle_diameter = gr.Slider(
|
| 193 |
+
minimum=1,
|
| 194 |
+
maximum=20,
|
| 195 |
+
value=9,
|
| 196 |
+
step=1,
|
| 197 |
label="Circle Diameter"
|
| 198 |
)
|
| 199 |
|
|
|
|
| 207 |
|
| 208 |
# Connect events
|
| 209 |
circle_diameter.change(
|
| 210 |
+
fn=analyzer.update_circle_diameter,
|
| 211 |
+
inputs=circle_diameter,
|
| 212 |
outputs=status
|
| 213 |
)
|
| 214 |
|
| 215 |
+
image1.select(
|
| 216 |
+
fn=analyzer.handle_click,
|
| 217 |
+
outputs=[image1, results]
|
| 218 |
)
|
| 219 |
|
| 220 |
clear_btn.click(
|
| 221 |
+
fn=analyzer.clear_results,
|
| 222 |
+
outputs=[status, image1]
|
| 223 |
)
|
| 224 |
|
| 225 |
save_btn.click(
|
| 226 |
+
fn=analyzer.save_results,
|
| 227 |
outputs=[file_output, status]
|
| 228 |
)
|
| 229 |
|