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person | ||
bicycle | ||
car | ||
motorcycle | ||
airplane | ||
bus | ||
train | ||
truck | ||
boat | ||
traffic light | ||
fire hydrant | ||
street sign | ||
stop sign | ||
parking meter | ||
bench | ||
bird | ||
cat | ||
dog | ||
horse | ||
sheep | ||
cow | ||
elephant | ||
bear | ||
zebra | ||
giraffe | ||
hat | ||
backpack | ||
umbrella | ||
shoe | ||
eye glasses | ||
handbag | ||
tie | ||
suitcase | ||
frisbee | ||
skis | ||
snowboard | ||
sports ball | ||
kite | ||
baseball bat | ||
baseball glove | ||
skateboard | ||
surfboard | ||
tennis racket | ||
bottle | ||
plate | ||
wine glass | ||
cup | ||
fork | ||
knife | ||
spoon | ||
bowl | ||
banana | ||
apple | ||
sandwich | ||
orange | ||
broccoli | ||
carrot | ||
hot dog | ||
pizza | ||
donut | ||
cake | ||
chair | ||
couch | ||
potted plant | ||
bed | ||
mirror | ||
dining table | ||
window | ||
desk | ||
toilet | ||
door | ||
tv | ||
laptop | ||
mouse | ||
remote | ||
keyboard | ||
cell phone | ||
microwave | ||
oven | ||
toaster | ||
sink | ||
refrigerator | ||
blender | ||
book | ||
clock | ||
vase | ||
scissors | ||
teddy bear | ||
hair drier | ||
toothbrush | ||
hair brush |
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import cv2 | ||
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thres = 0.45 # Threshold to detect object | ||
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cap = cv2.VideoCapture(1) | ||
cap.set(3, 1280) | ||
cap.set(4, 720) | ||
cap.set(10, 70) | ||
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classNames = [] | ||
classFile = 'coco.names' | ||
with open(classFile,'rt') as f: | ||
classNames = f.read().rstrip('\n').split('\n') | ||
print(classNames) | ||
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configPath = 'ssd_mobilenet_v3_large_coco_2020_01_14.pbtxt' | ||
weightsPath = 'frozen_inference_graph.pb' | ||
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net = cv2.dnn_DetectionModel(weightsPath, configPath) | ||
net.setInputSize(320, 320) | ||
net.setInputScale(1.0 / 127.5) | ||
net.setInputMean((127.5, 127.5, 127.5)) | ||
net.setInputSwapRB(True) | ||
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while True: | ||
success, img = cap.read() | ||
img = cv2.imread("box_photo.jpeg") | ||
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classIds, confs, bbox = net.detect(img, confThreshold=thres) | ||
print(classIds, bbox) | ||
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if len(classIds) != 0: | ||
for classId, confidence, box in zip(classIds.flatten(), confs.flatten(), bbox): | ||
cv2.rectangle(img, box, color=(0, 255, 0), thickness=2) | ||
cv2.putText(img, classNames[classId - 1].upper(), (box[0] + 10, box[1] + 30), | ||
cv2.FONT_HERSHEY_COMPLEX, 1, (0, 255, 0), 2) | ||
cv2.putText(img, str(round(confidence * 100, 2)), (box[0] + 200, box[1] + 30), | ||
cv2.FONT_HERSHEY_COMPLEX, 1, (0, 255, 0), 2) | ||
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cv2.imshow("Output", img) | ||
cv2.waitKey(1) |
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