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id,title,username,language,date,content | ||
F5GkyGgL,⭐ Binance Account hack 4K,altogiam1456,JavaScript,Wednesday 4th of December 2024 12:07:24 AM CDT," | ||
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7ssq3ugF,⭐ get any gift card for FREE⭐ BY,altogiam1456,JavaScript,Wednesday 4th of December 2024 12:07:13 AM CDT," | ||
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" | ||
d8hAvPau,Azadov Nadirbek 16 praktika,Botlarakla,Python,Wednesday 4th of December 2024 12:06:20 AM CDT,"#Yolo.py | ||
|
||
import cv2 | ||
import numpy as np | ||
|
||
# Load YOLO model | ||
yolo_config = 'yolov3.cfg' | ||
yolo_weights = 'yolov3.weights' | ||
labels_path = 'coco.names' | ||
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||
# Load class labels | ||
with open(labels_path, 'r') as f: | ||
classes = [line.strip() for line in f.readlines()] | ||
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# Initialize YOLO model | ||
net = cv2.dnn.readNet(yolo_weights, yolo_config) | ||
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||
# Set backend to GPU if available, otherwise use CPU | ||
net.setPreferableBackend(cv2.dnn.DNN_BACKEND_OPENCV) | ||
net.setPreferableTarget(cv2.dnn.DNN_TARGET_CPU) | ||
|
||
# Load input image | ||
image_path = 'image.png' | ||
image = cv2.imread(image_path) | ||
if image is None: | ||
print(""Error: Could not read image file. Check the file path."") | ||
exit() | ||
|
||
(h, w) = image.shape[:2] | ||
|
||
# Prepare input blob | ||
blob = cv2.dnn.blobFromImage(image, 1/255.0, (416, 416), swapRB=True, crop=False) | ||
net.setInput(blob) | ||
|
||
# Get YOLO output layers | ||
layer_names = net.getUnconnectedOutLayersNames() | ||
layer_outputs = net.forward(layer_names) | ||
|
||
# Initialize lists for detections | ||
boxes, confidences, class_ids = [], [], [] | ||
for output in layer_outputs: | ||
for detection in output: | ||
scores = detection[5:] | ||
class_id = np.argmax(scores) | ||
confidence = scores[class_id] | ||
if confidence > 0.7: # Modify threshold here (e.g., d=0.7) | ||
box = detection[0:4] * np.array([w, h, w, h]) | ||
(center_x, center_y, width, height) = box.astype('int') | ||
x = int(center_x - width / 2) | ||
y = int(center_y - height / 2) | ||
boxes.append([x, y, int(width), int(height)]) | ||
confidences.append(float(confidence)) | ||
class_ids.append(class_id) | ||
|
||
# Perform non-max suppression | ||
indices = cv2.dnn.NMSBoxes(boxes, confidences, 0.5, 0.4) | ||
|
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# Draw bounding boxes and labels | ||
for i in indices.flatten(): | ||
x, y, w, h = boxes[i] | ||
label = f""{classes[class_ids[i]]}: {confidences[i]:.2f}"" | ||
cv2.rectangle(image, (x, y), (x+w, y+h), (0, 255, 0), 2) | ||
cv2.putText(image, label, (x, y-10), cv2.FONT_HERSHEY_SIMPLEX, 0.5, (0, 255, 0), 2) | ||
|
||
# Display results | ||
cv2.imshow(""YOLO Object Detection"", image) | ||
cv2.waitKey(0) | ||
cv2.destroyAllWindows() | ||
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||
|
||
|
||
#ssd.py | ||
|
||
import cv2 | ||
import numpy as np | ||
|
||
# Load SSD model | ||
ssd_prototxt = 'MobileNetSSD_deploy.prototxt' | ||
ssd_model = 'MobileNetSSD_deploy.caffemodel' | ||
labels_path = 'coco.names' | ||
|
||
# Load class labels | ||
with open(labels_path, 'r') as f: | ||
classes = [line.strip() for line in f.readlines()] | ||
|
||
# Initialize SSD model | ||
net = cv2.dnn.readNetFromCaffe(ssd_prototxt, ssd_model) | ||
|
||
# Load input image | ||
image_path = 'image4.png' | ||
image = cv2.imread(image_path) | ||
if image is None: | ||
print(""Error: Could not read image file. Check the file path."") | ||
exit() | ||
|
||
(h, w) = image.shape[:2] | ||
|
||
# Prepare input blob | ||
blob = cv2.dnn.blobFromImage(cv2.resize(image, (300, 300)), 0.007843, (300, 300), 127.5) | ||
net.setInput(blob) | ||
|
||
# Forward pass to get detections | ||
detections = net.forward() | ||
|
||
# Post-process detections | ||
for i in range(detections.shape[2]): | ||
confidence = detections[0, 0, i, 2] | ||
if confidence > 0.7: # Modify threshold here (e.g., d=0.7) | ||
idx = int(detections[0, 0, i, 1]) | ||
box = detections[0, 0, i, 3:7] * np.array([w, h, w, h]) | ||
(startX, startY, endX, endY) = box.astype('int') | ||
label = f""{classes[idx]}: {confidence:.2f}"" | ||
cv2.rectangle(image, (startX, startY), (endX, endY), (0, 255, 0), 2) | ||
cv2.putText(image, label, (startX, startY - 10), cv2.FONT_HERSHEY_SIMPLEX, 0.5, (0, 255, 0), 2) | ||
|
||
# Display results | ||
cv2.imshow(""SSD Object Detection"", image) | ||
cv2.waitKey(0) | ||
cv2.destroyAllWindows() | ||
" | ||
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