In [ ]:
!pip install ultralytics
Collecting ultralytics
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Collecting ultralytics-thop>=2.0.0 (from ultralytics)
  Downloading ultralytics_thop-2.0.13-py3-none-any.whl.metadata (9.4 kB)
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Downloading ultralytics-8.3.49-py3-none-any.whl (898 kB)
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Downloading ultralytics_thop-2.0.13-py3-none-any.whl (26 kB)
Installing collected packages: ultralytics-thop, ultralytics
Successfully installed ultralytics-8.3.49 ultralytics-thop-2.0.13
In [ ]:
from ultralytics import YOLO

# Load a pre-trained YOLO model (adjust model type as needed)
model = YOLO("yolo11n.pt")  # n, s, m, l, x versions available

# Perform object detection on an image
results = model.predict(source="圖片1.jpg")  # Can also use video, directory, URL, etc.

# Display the results
results[0].show()  # Show the first image results
Creating new Ultralytics Settings v0.0.6 file ✅ 
View Ultralytics Settings with 'yolo settings' or at '/root/.config/Ultralytics/settings.json'
Update Settings with 'yolo settings key=value', i.e. 'yolo settings runs_dir=path/to/dir'. For help see https://docs.ultralytics.com/quickstart/#ultralytics-settings.

image 1/1 /content/圖片1.jpg: 640x640 1 dog, 378.6ms
Speed: 15.8ms preprocess, 378.6ms inference, 28.6ms postprocess per image at shape (1, 3, 640, 640)
No description has been provided for this image
In [ ]:
from ultralytics import YOLO


model = YOLO("yolo11n.pt")  # n, s, m, l, x versions available

results = model.predict(source="istockphoto-981340772-640_adpp_is.mp4", show=True) # show=True displays the video with detections
WARNING ⚠️ Environment does not support cv2.imshow() or PIL Image.show()



WARNING ⚠️ inference results will accumulate in RAM unless `stream=True` is passed, causing potential out-of-memory
errors for large sources or long-running streams and videos. See https://docs.ultralytics.com/modes/predict/ for help.

Example:
    results = model(source=..., stream=True)  # generator of Results objects
    for r in results:
        boxes = r.boxes  # Boxes object for bbox outputs
        masks = r.masks  # Masks object for segment masks outputs
        probs = r.probs  # Class probabilities for classification outputs

video 1/1 (frame 1/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 30 cars, 118.7ms
video 1/1 (frame 2/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 32 cars, 1 truck, 112.7ms
video 1/1 (frame 3/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 31 cars, 1 truck, 104.8ms
video 1/1 (frame 4/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 33 cars, 1 truck, 105.7ms
video 1/1 (frame 5/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 30 cars, 109.9ms
video 1/1 (frame 6/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 28 cars, 111.3ms
video 1/1 (frame 7/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 31 cars, 121.1ms
video 1/1 (frame 8/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 30 cars, 114.5ms
video 1/1 (frame 9/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 23 cars, 108.2ms
video 1/1 (frame 10/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 21 cars, 121.9ms
video 1/1 (frame 11/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 26 cars, 1 bus, 104.9ms
video 1/1 (frame 12/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 27 cars, 1 bus, 109.2ms
video 1/1 (frame 13/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 26 cars, 109.9ms
video 1/1 (frame 14/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 110.4ms
video 1/1 (frame 15/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 26 cars, 119.6ms
video 1/1 (frame 16/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 1 person, 24 cars, 105.7ms
video 1/1 (frame 17/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 23 cars, 108.2ms
video 1/1 (frame 18/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 27 cars, 123.9ms
video 1/1 (frame 19/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 22 cars, 108.3ms
video 1/1 (frame 20/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 28 cars, 104.6ms
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video 1/1 (frame 22/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 26 cars, 113.4ms
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video 1/1 (frame 31/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 109.4ms
video 1/1 (frame 32/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 118.4ms
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video 1/1 (frame 34/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 23 cars, 113.8ms
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video 1/1 (frame 36/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 28 cars, 113.6ms
video 1/1 (frame 37/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 23 cars, 105.6ms
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video 1/1 (frame 42/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 17 cars, 103.6ms
video 1/1 (frame 43/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 106.6ms
video 1/1 (frame 44/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 22 cars, 114.9ms
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video 1/1 (frame 46/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 15 cars, 115.4ms
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video 1/1 (frame 69/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 16 cars, 1 truck, 107.7ms
video 1/1 (frame 70/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 16 cars, 1 truck, 117.8ms
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video 1/1 (frame 480/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 24 cars, 1 truck, 162.8ms
video 1/1 (frame 481/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 1 truck, 180.2ms
video 1/1 (frame 482/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 1 truck, 166.6ms
video 1/1 (frame 483/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 22 cars, 1 truck, 166.1ms
video 1/1 (frame 484/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 25 cars, 1 truck, 161.1ms
video 1/1 (frame 485/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 22 cars, 1 truck, 178.7ms
video 1/1 (frame 486/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 22 cars, 1 truck, 165.9ms
video 1/1 (frame 487/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 27 cars, 1 truck, 176.0ms
video 1/1 (frame 488/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 25 cars, 1 truck, 165.4ms
video 1/1 (frame 489/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 25 cars, 1 truck, 169.9ms
video 1/1 (frame 490/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 27 cars, 1 truck, 175.2ms
video 1/1 (frame 491/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 23 cars, 1 truck, 171.2ms
video 1/1 (frame 492/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 22 cars, 1 truck, 107.2ms
video 1/1 (frame 493/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 23 cars, 1 truck, 121.0ms
video 1/1 (frame 494/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 24 cars, 1 truck, 107.3ms
video 1/1 (frame 495/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 28 cars, 108.3ms
video 1/1 (frame 496/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 25 cars, 1 truck, 109.1ms
video 1/1 (frame 497/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 23 cars, 1 truck, 107.2ms
video 1/1 (frame 498/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 24 cars, 1 truck, 123.2ms
video 1/1 (frame 499/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 28 cars, 1 truck, 108.4ms
video 1/1 (frame 500/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 25 cars, 2 trucks, 103.9ms
video 1/1 (frame 501/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 28 cars, 1 truck, 110.9ms
video 1/1 (frame 502/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 29 cars, 1 truck, 116.1ms
video 1/1 (frame 503/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 26 cars, 1 truck, 123.1ms
video 1/1 (frame 504/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 27 cars, 1 truck, 105.2ms
video 1/1 (frame 505/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 25 cars, 1 truck, 106.4ms
video 1/1 (frame 506/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 25 cars, 2 trucks, 118.3ms
video 1/1 (frame 507/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 17 cars, 1 truck, 109.1ms
video 1/1 (frame 508/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 23 cars, 1 truck, 108.3ms
video 1/1 (frame 509/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 22 cars, 1 truck, 106.9ms
video 1/1 (frame 510/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 24 cars, 1 truck, 120.9ms
video 1/1 (frame 511/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 28 cars, 1 truck, 106.2ms
video 1/1 (frame 512/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 2 trucks, 108.7ms
video 1/1 (frame 513/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 1 truck, 109.1ms
video 1/1 (frame 514/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 24 cars, 1 truck, 109.9ms
video 1/1 (frame 515/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 22 cars, 1 truck, 108.3ms
video 1/1 (frame 516/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 22 cars, 1 truck, 105.6ms
video 1/1 (frame 517/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 21 cars, 1 truck, 107.4ms
video 1/1 (frame 518/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 15 cars, 1 truck, 107.3ms
video 1/1 (frame 519/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 17 cars, 2 trucks, 118.4ms
video 1/1 (frame 520/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 16 cars, 1 truck, 106.5ms
video 1/1 (frame 521/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 15 cars, 1 truck, 118.7ms
video 1/1 (frame 522/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 13 cars, 105.8ms
video 1/1 (frame 523/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 14 cars, 126.7ms
video 1/1 (frame 524/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 14 cars, 1 truck, 106.6ms
video 1/1 (frame 525/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 108.3ms
video 1/1 (frame 526/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 18 cars, 108.2ms
video 1/1 (frame 527/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 2 trucks, 106.9ms
video 1/1 (frame 528/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 21 cars, 1 truck, 123.5ms
video 1/1 (frame 529/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 29 cars, 1 truck, 104.3ms
video 1/1 (frame 530/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 25 cars, 1 truck, 110.9ms
video 1/1 (frame 531/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 24 cars, 1 truck, 117.3ms
video 1/1 (frame 532/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 1 truck, 106.0ms
video 1/1 (frame 533/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 17 cars, 1 truck, 106.6ms
video 1/1 (frame 534/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 13 cars, 1 truck, 105.2ms
video 1/1 (frame 535/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 15 cars, 1 truck, 110.7ms
video 1/1 (frame 536/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 14 cars, 1 truck, 119.0ms
video 1/1 (frame 537/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 18 cars, 1 truck, 111.8ms
video 1/1 (frame 538/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 18 cars, 1 bus, 1 truck, 112.4ms
video 1/1 (frame 539/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 1 truck, 114.3ms
video 1/1 (frame 540/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 17 cars, 1 truck, 115.4ms
video 1/1 (frame 541/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 1 truck, 110.8ms
video 1/1 (frame 542/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 27 cars, 1 truck, 110.9ms
video 1/1 (frame 543/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 24 cars, 1 truck, 104.9ms
video 1/1 (frame 544/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 21 cars, 1 truck, 109.2ms
video 1/1 (frame 545/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 21 cars, 1 truck, 118.3ms
video 1/1 (frame 546/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 21 cars, 1 truck, 109.3ms
video 1/1 (frame 547/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 23 cars, 1 truck, 106.0ms
video 1/1 (frame 548/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 1 truck, 120.4ms
video 1/1 (frame 549/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 22 cars, 1 truck, 106.0ms
video 1/1 (frame 550/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 1 truck, 107.8ms
video 1/1 (frame 551/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 23 cars, 1 truck, 111.8ms
video 1/1 (frame 552/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 23 cars, 1 truck, 106.7ms
video 1/1 (frame 553/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 25 cars, 1 truck, 122.2ms
video 1/1 (frame 554/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 22 cars, 1 truck, 104.3ms
video 1/1 (frame 555/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 22 cars, 1 truck, 110.4ms
video 1/1 (frame 556/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 24 cars, 2 trucks, 115.9ms
video 1/1 (frame 557/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 27 cars, 1 truck, 107.8ms
video 1/1 (frame 558/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 1 truck, 105.7ms
video 1/1 (frame 559/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 21 cars, 1 truck, 107.5ms
video 1/1 (frame 560/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 1 truck, 113.4ms
video 1/1 (frame 561/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 21 cars, 1 truck, 108.7ms
video 1/1 (frame 562/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 22 cars, 1 truck, 117.7ms
Speed: 3.2ms preprocess, 119.6ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640)
In [ ]:
import cv2
from google.colab.patches import cv2_imshow  # For displaying frames in Colab
# Output video file path
output_video_path = "labeled_output.mp4"
In [ ]:
# Get input video properties using OpenCV
cap = cv2.VideoCapture('istockphoto-981340772-640_adpp_is.mp4')
fps = int(cap.get(cv2.CAP_PROP_FPS))
width = int(cap.get(cv2.CAP_PROP_FRAME_WIDTH))
height = int(cap.get(cv2.CAP_PROP_FRAME_HEIGHT))

# Define the VideoWriter object to save the output video
fourcc = cv2.VideoWriter_fourcc(*"mp4v")  # Codec for .mp4 files
out = cv2.VideoWriter(output_video_path, fourcc, fps, (width, height))

# Process each frame and save the labeled video
for result in results:
    frame = result.plot()  # Overlay labels and boxes on the frame
    out.write(frame)       # Write the labeled frame to the output video file

    # Optionally display a few frames in Colab (not live)
    cv2_imshow(frame)  # Display the frame
    break  # Show only the first frame in Colab to confirm processing

# Release resources
cap.release()
out.release()

print("Labeled video saved as", output_video_path)
No description has been provided for this image
Labeled video saved as labeled_output.mp4
In [ ]:
# Get input video properties using OpenCV
from ultralytics import YOLO
import cv2
from google.colab.patches import cv2_imshow  # For displaying frames in Colab

# Load the YOLO model
model = YOLO("yolo11m.pt")  # Replace with your specific model file

# Path to the input video
input_video_path = "istockphoto-981340772-640_adpp_is.mp4"

# Output video file path
output_video_path = "labeled_cars.mp4"

# Predict on the video
results = model.predict(source=input_video_path, stream=True)  # stream=True processes frame by frame

# Get input video properties using OpenCV
cap = cv2.VideoCapture(input_video_path)
fps = int(cap.get(cv2.CAP_PROP_FPS))
width = int(cap.get(cv2.CAP_PROP_FRAME_WIDTH))
height = int(cap.get(cv2.CAP_PROP_FRAME_HEIGHT))

# Define the VideoWriter object to save the output video
fourcc = cv2.VideoWriter_fourcc(*"mp4v")  # Codec for .mp4 files
out = cv2.VideoWriter(output_video_path, fourcc, fps, (width, height))

# Process each frame and save the labeled video
for result in results:
    frame = result.plot()  # Overlay labels and boxes on the frame
    out.write(frame)       # Write the labeled frame to the output video file

# Release resources
cap.release()
out.release()

print("Labeled video saved as", output_video_path)
video 1/1 (frame 1/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 24 cars, 2 trucks, 769.6ms
video 1/1 (frame 2/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 24 cars, 1 truck, 738.0ms
video 1/1 (frame 3/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 24 cars, 1 truck, 726.5ms
video 1/1 (frame 4/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 24 cars, 1 truck, 1126.3ms
video 1/1 (frame 5/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 26 cars, 1 truck, 1159.1ms
video 1/1 (frame 6/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 25 cars, 1 truck, 1106.2ms
video 1/1 (frame 7/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 24 cars, 1 truck, 725.8ms
video 1/1 (frame 8/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 24 cars, 1 truck, 726.9ms
video 1/1 (frame 9/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 24 cars, 1 truck, 728.6ms
video 1/1 (frame 10/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 23 cars, 2 trucks, 753.2ms
video 1/1 (frame 11/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 25 cars, 2 trucks, 721.9ms
video 1/1 (frame 12/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 24 cars, 2 trucks, 720.1ms
video 1/1 (frame 13/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 23 cars, 2 trucks, 723.3ms
video 1/1 (frame 14/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 22 cars, 2 trucks, 727.8ms
video 1/1 (frame 15/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 24 cars, 2 trucks, 723.7ms
video 1/1 (frame 16/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 21 cars, 2 trucks, 712.1ms
video 1/1 (frame 17/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 22 cars, 1 truck, 724.6ms
video 1/1 (frame 18/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 21 cars, 2 trucks, 729.9ms
video 1/1 (frame 19/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 22 cars, 729.6ms
video 1/1 (frame 20/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 23 cars, 2 trucks, 1035.2ms
video 1/1 (frame 21/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 22 cars, 1 truck, 1149.5ms
video 1/1 (frame 22/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 21 cars, 2 trucks, 1175.7ms
video 1/1 (frame 23/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 2 trucks, 774.2ms
video 1/1 (frame 24/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 2 trucks, 717.0ms
video 1/1 (frame 25/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 2 trucks, 723.9ms
video 1/1 (frame 26/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 21 cars, 2 trucks, 739.6ms
video 1/1 (frame 27/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 1 truck, 717.7ms
video 1/1 (frame 28/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 21 cars, 1 truck, 727.9ms
video 1/1 (frame 29/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 23 cars, 1 truck, 732.1ms
video 1/1 (frame 30/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 21 cars, 1 truck, 729.1ms
video 1/1 (frame 31/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 1 truck, 714.4ms
video 1/1 (frame 32/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 1 truck, 748.6ms
video 1/1 (frame 33/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 21 cars, 1 truck, 716.3ms
video 1/1 (frame 34/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 1 truck, 714.5ms
video 1/1 (frame 35/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 21 cars, 1 truck, 725.8ms
video 1/1 (frame 36/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 1 truck, 890.3ms
video 1/1 (frame 37/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 21 cars, 1 truck, 1151.9ms
video 1/1 (frame 38/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 1 truck, 1184.1ms
video 1/1 (frame 39/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 1 truck, 831.3ms
video 1/1 (frame 40/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 1 truck, 726.9ms
video 1/1 (frame 41/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 723.2ms
video 1/1 (frame 42/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 21 cars, 1 truck, 711.9ms
video 1/1 (frame 43/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 21 cars, 727.1ms
video 1/1 (frame 44/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 1 truck, 729.1ms
video 1/1 (frame 45/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 22 cars, 714.3ms
video 1/1 (frame 46/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 18 cars, 724.4ms
video 1/1 (frame 47/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 21 cars, 725.3ms
video 1/1 (frame 48/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 744.0ms
video 1/1 (frame 49/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 18 cars, 1 bus, 719.0ms
video 1/1 (frame 50/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 21 cars, 1 bus, 724.5ms
video 1/1 (frame 51/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 723.3ms
video 1/1 (frame 52/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 836.9ms
video 1/1 (frame 53/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 23 cars, 1152.7ms
video 1/1 (frame 54/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 24 cars, 1175.9ms
video 1/1 (frame 55/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 22 cars, 1 bus, 832.9ms
video 1/1 (frame 56/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 22 cars, 1 bus, 1 truck, 712.9ms
video 1/1 (frame 57/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 22 cars, 1 bus, 730.6ms
video 1/1 (frame 58/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 22 cars, 1 bus, 720.8ms
video 1/1 (frame 59/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 22 cars, 1 bus, 1 truck, 733.2ms
video 1/1 (frame 60/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 24 cars, 1 bus, 715.2ms
video 1/1 (frame 61/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 25 cars, 1 bus, 721.7ms
video 1/1 (frame 62/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 25 cars, 1 bus, 728.7ms
video 1/1 (frame 63/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 22 cars, 1 bus, 716.0ms
video 1/1 (frame 64/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 1 bus, 737.1ms
video 1/1 (frame 65/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 23 cars, 1 bus, 720.5ms
video 1/1 (frame 66/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 23 cars, 1 bus, 734.6ms
video 1/1 (frame 67/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 23 cars, 1 bus, 712.0ms
video 1/1 (frame 68/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 24 cars, 1 bus, 864.5ms
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video 1/1 (frame 410/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 24 cars, 2 trucks, 724.3ms
video 1/1 (frame 411/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 24 cars, 2 trucks, 707.7ms
video 1/1 (frame 412/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 24 cars, 2 trucks, 728.3ms
video 1/1 (frame 413/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 23 cars, 3 trucks, 738.7ms
video 1/1 (frame 414/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 24 cars, 2 trucks, 717.7ms
video 1/1 (frame 415/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 24 cars, 3 trucks, 716.0ms
video 1/1 (frame 416/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 25 cars, 1 bus, 2 trucks, 736.4ms
video 1/1 (frame 417/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 21 cars, 2 trucks, 736.3ms
video 1/1 (frame 418/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 2 trucks, 1136.8ms
video 1/1 (frame 419/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 1 truck, 1160.7ms
video 1/1 (frame 420/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 1 truck, 955.5ms
video 1/1 (frame 421/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 21 cars, 1 truck, 728.1ms
video 1/1 (frame 422/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 1 bus, 1 truck, 709.8ms
video 1/1 (frame 423/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 1 bus, 1 truck, 716.4ms
video 1/1 (frame 424/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 18 cars, 1 bus, 1 truck, 723.6ms
video 1/1 (frame 425/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 1 bus, 1 truck, 709.1ms
video 1/1 (frame 426/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 1 bus, 1 truck, 723.0ms
video 1/1 (frame 427/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 22 cars, 1 bus, 1 truck, 727.8ms
video 1/1 (frame 428/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 21 cars, 1 bus, 1 truck, 726.7ms
video 1/1 (frame 429/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 22 cars, 1 bus, 1 truck, 729.2ms
video 1/1 (frame 430/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 23 cars, 1 bus, 1 truck, 722.5ms
video 1/1 (frame 431/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 1 bus, 1 truck, 726.1ms
video 1/1 (frame 432/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 21 cars, 1 bus, 1 truck, 730.9ms
video 1/1 (frame 433/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 1 bus, 1 truck, 711.5ms
video 1/1 (frame 434/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 1 bus, 1 truck, 1145.0ms
video 1/1 (frame 435/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 1 bus, 1 truck, 1152.5ms
video 1/1 (frame 436/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 22 cars, 1 bus, 1 truck, 918.2ms
video 1/1 (frame 437/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 1 bus, 1 truck, 726.1ms
video 1/1 (frame 438/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 21 cars, 1 bus, 1 truck, 725.7ms
video 1/1 (frame 439/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 22 cars, 1 bus, 1 truck, 725.5ms
video 1/1 (frame 440/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 21 cars, 1 bus, 1 truck, 721.6ms
video 1/1 (frame 441/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 1 bus, 1 truck, 730.0ms
video 1/1 (frame 442/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 1 bus, 1 truck, 740.2ms
video 1/1 (frame 443/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 18 cars, 1 bus, 1 truck, 712.6ms
video 1/1 (frame 444/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 18 cars, 1 bus, 1 truck, 724.0ms
video 1/1 (frame 445/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 23 cars, 1 bus, 1 truck, 738.3ms
video 1/1 (frame 446/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 1 bus, 1 truck, 737.5ms
video 1/1 (frame 447/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 22 cars, 1 bus, 1 truck, 715.6ms
video 1/1 (frame 448/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 18 cars, 1 bus, 1 truck, 730.7ms
video 1/1 (frame 449/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 1 bus, 1 truck, 773.9ms
video 1/1 (frame 450/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 17 cars, 1 bus, 1 truck, 1169.2ms
video 1/1 (frame 451/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 17 cars, 1 bus, 1 truck, 1166.7ms
video 1/1 (frame 452/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 17 cars, 1 bus, 1 truck, 813.5ms
video 1/1 (frame 453/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 1 bus, 1 truck, 724.8ms
video 1/1 (frame 454/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 18 cars, 1 bus, 2 trucks, 715.5ms
video 1/1 (frame 455/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 1 bus, 2 trucks, 724.2ms
video 1/1 (frame 456/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 22 cars, 1 bus, 2 trucks, 729.7ms
video 1/1 (frame 457/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 18 cars, 1 bus, 1 truck, 751.4ms
video 1/1 (frame 458/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 17 cars, 1 bus, 1 truck, 710.5ms
video 1/1 (frame 459/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 1 bus, 1 truck, 732.2ms
video 1/1 (frame 460/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 1 bus, 1 truck, 722.6ms
video 1/1 (frame 461/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 1 bus, 1 truck, 713.7ms
video 1/1 (frame 462/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 18 cars, 1 bus, 2 trucks, 721.3ms
video 1/1 (frame 463/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 1 bus, 2 trucks, 717.5ms
video 1/1 (frame 464/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 1 bus, 1 truck, 723.3ms
video 1/1 (frame 465/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 18 cars, 1 bus, 825.0ms
video 1/1 (frame 466/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 18 cars, 1 bus, 1157.3ms
video 1/1 (frame 467/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 18 cars, 1 bus, 1162.9ms
video 1/1 (frame 468/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 18 cars, 1 bus, 1 truck, 785.1ms
video 1/1 (frame 469/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 18 cars, 1 bus, 1 truck, 724.0ms
video 1/1 (frame 470/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 18 cars, 1 bus, 1 truck, 722.1ms
video 1/1 (frame 471/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 17 cars, 1 bus, 2 trucks, 735.0ms
video 1/1 (frame 472/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 3 trucks, 719.6ms
video 1/1 (frame 473/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 17 cars, 3 trucks, 734.0ms
video 1/1 (frame 474/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 18 cars, 3 trucks, 726.3ms
video 1/1 (frame 475/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 3 trucks, 711.6ms
video 1/1 (frame 476/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 18 cars, 1 bus, 2 trucks, 727.8ms
video 1/1 (frame 477/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 1 bus, 3 trucks, 719.6ms
video 1/1 (frame 478/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 18 cars, 1 bus, 3 trucks, 722.2ms
video 1/1 (frame 479/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 22 cars, 1 bus, 1 truck, 710.5ms
video 1/1 (frame 480/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 18 cars, 1 bus, 3 trucks, 727.5ms
video 1/1 (frame 481/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 15 cars, 1 bus, 1 truck, 845.6ms
video 1/1 (frame 482/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 17 cars, 1 bus, 2 trucks, 1156.1ms
video 1/1 (frame 483/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 18 cars, 2 trucks, 1163.9ms
video 1/1 (frame 484/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 1 bus, 2 trucks, 783.3ms
video 1/1 (frame 485/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 18 cars, 2 trucks, 720.2ms
video 1/1 (frame 486/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 1 bus, 2 trucks, 709.5ms
video 1/1 (frame 487/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 18 cars, 2 trucks, 719.9ms
video 1/1 (frame 488/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 2 trucks, 722.4ms
video 1/1 (frame 489/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 3 trucks, 712.0ms
video 1/1 (frame 490/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 4 trucks, 716.0ms
video 1/1 (frame 491/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 3 trucks, 723.8ms
video 1/1 (frame 492/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 1 truck, 737.4ms
video 1/1 (frame 493/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 3 trucks, 710.9ms
video 1/1 (frame 494/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 3 trucks, 721.8ms
video 1/1 (frame 495/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 1 truck, 751.0ms
video 1/1 (frame 496/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 1 truck, 731.5ms
video 1/1 (frame 497/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 17 cars, 1 truck, 864.4ms
video 1/1 (frame 498/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 1 truck, 1153.8ms
video 1/1 (frame 499/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 1 truck, 1165.8ms
video 1/1 (frame 500/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 3 trucks, 757.2ms
video 1/1 (frame 501/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 18 cars, 1 bus, 3 trucks, 723.8ms
video 1/1 (frame 502/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 17 cars, 2 trucks, 733.0ms
video 1/1 (frame 503/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 18 cars, 2 trucks, 726.5ms
video 1/1 (frame 504/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 4 trucks, 719.2ms
video 1/1 (frame 505/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 18 cars, 4 trucks, 720.6ms
video 1/1 (frame 506/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 17 cars, 4 trucks, 719.5ms
video 1/1 (frame 507/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 17 cars, 4 trucks, 712.7ms
video 1/1 (frame 508/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 16 cars, 4 trucks, 729.2ms
video 1/1 (frame 509/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 18 cars, 4 trucks, 720.1ms
video 1/1 (frame 510/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 4 trucks, 723.8ms
video 1/1 (frame 511/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 4 trucks, 717.4ms
video 1/1 (frame 512/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 1 bus, 4 trucks, 721.7ms
video 1/1 (frame 513/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 1 bus, 3 trucks, 875.5ms
video 1/1 (frame 514/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 3 trucks, 1156.9ms
video 1/1 (frame 515/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 2 trucks, 1192.3ms
video 1/1 (frame 516/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 18 cars, 2 trucks, 757.6ms
video 1/1 (frame 517/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 15 cars, 2 trucks, 719.1ms
video 1/1 (frame 518/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 16 cars, 1 truck, 713.1ms
video 1/1 (frame 519/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 18 cars, 1 truck, 723.7ms
video 1/1 (frame 520/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 16 cars, 1 truck, 723.9ms
video 1/1 (frame 521/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 17 cars, 1 truck, 708.6ms
video 1/1 (frame 522/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 1 truck, 725.8ms
video 1/1 (frame 523/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 17 cars, 1 truck, 722.1ms
video 1/1 (frame 524/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 17 cars, 1 truck, 721.0ms
video 1/1 (frame 525/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 17 cars, 1 truck, 715.4ms
video 1/1 (frame 526/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 17 cars, 1 truck, 724.5ms
video 1/1 (frame 527/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 17 cars, 1 truck, 738.4ms
video 1/1 (frame 528/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 16 cars, 2 trucks, 719.3ms
video 1/1 (frame 529/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 17 cars, 2 trucks, 890.5ms
video 1/1 (frame 530/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 2 trucks, 1159.9ms
video 1/1 (frame 531/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 2 trucks, 1176.3ms
video 1/1 (frame 532/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 2 trucks, 731.9ms
video 1/1 (frame 533/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 16 cars, 1 truck, 726.1ms
video 1/1 (frame 534/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 17 cars, 1 truck, 717.7ms
video 1/1 (frame 535/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 18 cars, 2 trucks, 729.2ms
video 1/1 (frame 536/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 2 trucks, 708.3ms
video 1/1 (frame 537/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 1 bus, 2 trucks, 730.1ms
video 1/1 (frame 538/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 1 bus, 2 trucks, 719.4ms
video 1/1 (frame 539/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 18 cars, 1 bus, 2 trucks, 717.9ms
video 1/1 (frame 540/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 18 cars, 2 trucks, 731.2ms
video 1/1 (frame 541/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 1 truck, 739.7ms
video 1/1 (frame 542/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 18 cars, 2 trucks, 724.7ms
video 1/1 (frame 543/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 21 cars, 1 bus, 2 trucks, 713.9ms
video 1/1 (frame 544/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 18 cars, 1 bus, 2 trucks, 716.9ms
video 1/1 (frame 545/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 1 bus, 1 truck, 890.2ms
video 1/1 (frame 546/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 1 bus, 1 truck, 1152.8ms
video 1/1 (frame 547/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 1 bus, 1 truck, 1171.4ms
video 1/1 (frame 548/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 21 cars, 1 bus, 1 truck, 731.8ms
video 1/1 (frame 549/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 1 bus, 1 truck, 724.0ms
video 1/1 (frame 550/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 1 bus, 1 truck, 712.8ms
video 1/1 (frame 551/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 1 bus, 1 truck, 723.1ms
video 1/1 (frame 552/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 1 bus, 1 truck, 716.4ms
video 1/1 (frame 553/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 21 cars, 1 bus, 1 truck, 724.2ms
video 1/1 (frame 554/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 1 bus, 2 trucks, 731.0ms
video 1/1 (frame 555/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 18 cars, 1 bus, 2 trucks, 716.9ms
video 1/1 (frame 556/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 1 bus, 1 truck, 728.3ms
video 1/1 (frame 557/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 17 cars, 1 bus, 1 truck, 715.4ms
video 1/1 (frame 558/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 20 cars, 1 bus, 1 truck, 737.8ms
video 1/1 (frame 559/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 1 truck, 725.6ms
video 1/1 (frame 560/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 19 cars, 1 truck, 714.8ms
video 1/1 (frame 561/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 18 cars, 1 bus, 1 truck, 935.3ms
video 1/1 (frame 562/562) /content/istockphoto-981340772-640_adpp_is.mp4: 384x640 16 cars, 1 truck, 1156.9ms
Speed: 3.1ms preprocess, 791.8ms inference, 1.2ms postprocess per image at shape (1, 3, 384, 640)
Labeled video saved as labeled_cars.mp4
In [ ]:
# Get input video properties using OpenCV
from ultralytics import YOLO
import cv2
from google.colab.patches import cv2_imshow  # For displaying frames in Colab

# Load the YOLO model
model = YOLO("yolo11m-seg.pt")  # Replace with your specific model file

# Path to the input video
input_video_path = "dog.mp4"

# Output video file path
output_video_path = "Segmented_dog_m.mp4"

# Predict on the video
results = model.predict(source=input_video_path, stream=True)  # stream=True processes frame by frame

# Get input video properties using OpenCV
cap = cv2.VideoCapture(input_video_path)
fps = int(cap.get(cv2.CAP_PROP_FPS))
width = int(cap.get(cv2.CAP_PROP_FRAME_WIDTH))
height = int(cap.get(cv2.CAP_PROP_FRAME_HEIGHT))

# Define the VideoWriter object to save the output video
fourcc = cv2.VideoWriter_fourcc(*"mp4v")  # Codec for .mp4 files
out = cv2.VideoWriter(output_video_path, fourcc, fps, (width, height))

# Process each frame and save the labeled video
for result in results:
    frame = result.plot()  # Overlay labels and boxes on the frame
    out.write(frame)       # Write the labeled frame to the output video file

# Release resources
cap.release()
out.release()

print("Labeled video saved as", output_video_path)
video 1/1 (frame 1/798) /content/dog.mp4: 384x640 1 dog, 1142.2ms
video 1/1 (frame 2/798) /content/dog.mp4: 384x640 1 dog, 1114.0ms
video 1/1 (frame 3/798) /content/dog.mp4: 384x640 1 dog, 1115.9ms
video 1/1 (frame 4/798) /content/dog.mp4: 384x640 1 dog, 1109.6ms
video 1/1 (frame 5/798) /content/dog.mp4: 384x640 1 dog, 1116.9ms
video 1/1 (frame 6/798) /content/dog.mp4: 384x640 1 dog, 1107.4ms
video 1/1 (frame 7/798) /content/dog.mp4: 384x640 1 dog, 1242.8ms
video 1/1 (frame 8/798) /content/dog.mp4: 384x640 1 dog, 1803.5ms
video 1/1 (frame 9/798) /content/dog.mp4: 384x640 1 dog, 1364.6ms
video 1/1 (frame 10/798) /content/dog.mp4: 384x640 1 dog, 1117.6ms
video 1/1 (frame 11/798) /content/dog.mp4: 384x640 1 dog, 1117.6ms
video 1/1 (frame 12/798) /content/dog.mp4: 384x640 1 dog, 1123.7ms
video 1/1 (frame 13/798) /content/dog.mp4: 384x640 1 dog, 1105.4ms
video 1/1 (frame 14/798) /content/dog.mp4: 384x640 1 dog, 1105.5ms
video 1/1 (frame 15/798) /content/dog.mp4: 384x640 1 dog, 1131.8ms
video 1/1 (frame 16/798) /content/dog.mp4: 384x640 1 bird, 1 dog, 1106.2ms
video 1/1 (frame 17/798) /content/dog.mp4: 384x640 2 dogs, 1110.0ms
video 1/1 (frame 18/798) /content/dog.mp4: 384x640 2 dogs, 1789.3ms
video 1/1 (frame 19/798) /content/dog.mp4: 384x640 1 dog, 1521.8ms
video 1/1 (frame 20/798) /content/dog.mp4: 384x640 1 dog, 1106.2ms
video 1/1 (frame 21/798) /content/dog.mp4: 384x640 1 dog, 1125.6ms
video 1/1 (frame 22/798) /content/dog.mp4: 384x640 1 dog, 1119.5ms
video 1/1 (frame 23/798) /content/dog.mp4: 384x640 1 dog, 1106.4ms
video 1/1 (frame 24/798) /content/dog.mp4: 384x640 1 dog, 1106.9ms
video 1/1 (frame 25/798) /content/dog.mp4: 384x640 1 dog, 1114.2ms
video 1/1 (frame 26/798) /content/dog.mp4: 384x640 1 dog, 1119.4ms
video 1/1 (frame 27/798) /content/dog.mp4: 384x640 1 dog, 1106.4ms
video 1/1 (frame 28/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1570.1ms
video 1/1 (frame 29/798) /content/dog.mp4: 384x640 1 dog, 1722.1ms
video 1/1 (frame 30/798) /content/dog.mp4: 384x640 1 dog, 1123.7ms
video 1/1 (frame 31/798) /content/dog.mp4: 384x640 1 dog, 1117.5ms
video 1/1 (frame 32/798) /content/dog.mp4: 384x640 2 dogs, 1108.7ms
video 1/1 (frame 33/798) /content/dog.mp4: 384x640 1 dog, 1106.9ms
video 1/1 (frame 34/798) /content/dog.mp4: 384x640 2 dogs, 1125.6ms
video 1/1 (frame 35/798) /content/dog.mp4: 384x640 1 dog, 1113.1ms
video 1/1 (frame 36/798) /content/dog.mp4: 384x640 1 dog, 1107.4ms
video 1/1 (frame 37/798) /content/dog.mp4: 384x640 1 dog, 1118.2ms
video 1/1 (frame 38/798) /content/dog.mp4: 384x640 1 dog, 1394.4ms
video 1/1 (frame 39/798) /content/dog.mp4: 384x640 1 dog, 1821.7ms
video 1/1 (frame 40/798) /content/dog.mp4: 384x640 1 dog, 1200.8ms
video 1/1 (frame 41/798) /content/dog.mp4: 384x640 1 dog, 1114.9ms
video 1/1 (frame 42/798) /content/dog.mp4: 384x640 1 dog, 1121.6ms
video 1/1 (frame 43/798) /content/dog.mp4: 384x640 1 dog, 1138.2ms
video 1/1 (frame 44/798) /content/dog.mp4: 384x640 1 dog, 1113.8ms
video 1/1 (frame 45/798) /content/dog.mp4: 384x640 1 dog, 1106.8ms
video 1/1 (frame 46/798) /content/dog.mp4: 384x640 1 dog, 1114.5ms
video 1/1 (frame 47/798) /content/dog.mp4: 384x640 1 dog, 1121.6ms
video 1/1 (frame 48/798) /content/dog.mp4: 384x640 1 dog, 1196.6ms
video 1/1 (frame 49/798) /content/dog.mp4: 384x640 1 dog, 1802.2ms
video 1/1 (frame 50/798) /content/dog.mp4: 384x640 1 dog, 1414.7ms
video 1/1 (frame 51/798) /content/dog.mp4: 384x640 1 dog, 1109.8ms
video 1/1 (frame 52/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1101.2ms
video 1/1 (frame 53/798) /content/dog.mp4: 384x640 1 dog, 1118.8ms
video 1/1 (frame 54/798) /content/dog.mp4: 384x640 1 dog, 1114.0ms
video 1/1 (frame 55/798) /content/dog.mp4: 384x640 1 dog, 1109.2ms
video 1/1 (frame 56/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1127.0ms
video 1/1 (frame 57/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1111.1ms
video 1/1 (frame 58/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1105.0ms
video 1/1 (frame 59/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1737.9ms
video 1/1 (frame 60/798) /content/dog.mp4: 384x640 2 dogs, 1 sports ball, 1558.7ms
video 1/1 (frame 61/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1106.2ms
video 1/1 (frame 62/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1138.6ms
video 1/1 (frame 63/798) /content/dog.mp4: 384x640 2 dogs, 1 sports ball, 1112.8ms
video 1/1 (frame 64/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1113.1ms
video 1/1 (frame 65/798) /content/dog.mp4: 384x640 2 dogs, 1105.7ms
video 1/1 (frame 66/798) /content/dog.mp4: 384x640 2 dogs, 1110.6ms
video 1/1 (frame 67/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1126.2ms
video 1/1 (frame 68/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1106.8ms
video 1/1 (frame 69/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1554.7ms
video 1/1 (frame 70/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1747.6ms
video 1/1 (frame 71/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1110.5ms
video 1/1 (frame 72/798) /content/dog.mp4: 384x640 1 dog, 1108.6ms
video 1/1 (frame 73/798) /content/dog.mp4: 384x640 1 dog, 1120.6ms
video 1/1 (frame 74/798) /content/dog.mp4: 384x640 1 dog, 1105.1ms
video 1/1 (frame 75/798) /content/dog.mp4: 384x640 1 dog, 1122.7ms
video 1/1 (frame 76/798) /content/dog.mp4: 384x640 1 dog, 1117.4ms
video 1/1 (frame 77/798) /content/dog.mp4: 384x640 1 dog, 1102.3ms
video 1/1 (frame 78/798) /content/dog.mp4: 384x640 2 dogs, 1109.7ms
video 1/1 (frame 79/798) /content/dog.mp4: 384x640 1 dog, 1344.0ms
video 1/1 (frame 80/798) /content/dog.mp4: 384x640 1 dog, 1787.6ms
video 1/1 (frame 81/798) /content/dog.mp4: 384x640 1 dog, 1231.7ms
video 1/1 (frame 82/798) /content/dog.mp4: 384x640 1 bird, 1118.4ms
video 1/1 (frame 83/798) /content/dog.mp4: 384x640 1 dog, 1115.7ms
video 1/1 (frame 84/798) /content/dog.mp4: 384x640 1 bird, 1 dog, 1102.8ms
video 1/1 (frame 85/798) /content/dog.mp4: 384x640 1 bird, 1100.3ms
video 1/1 (frame 86/798) /content/dog.mp4: 384x640 1 dog, 1108.4ms
video 1/1 (frame 87/798) /content/dog.mp4: 384x640 1 bird, 1129.3ms
video 1/1 (frame 88/798) /content/dog.mp4: 384x640 1 bird, 1102.2ms
video 1/1 (frame 89/798) /content/dog.mp4: 384x640 1 bird, 1147.7ms
video 1/1 (frame 90/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1813.0ms
video 1/1 (frame 91/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1466.8ms
video 1/1 (frame 92/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1112.2ms
video 1/1 (frame 93/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1113.6ms
video 1/1 (frame 94/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1118.7ms
video 1/1 (frame 95/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1108.5ms
video 1/1 (frame 96/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1108.9ms
video 1/1 (frame 97/798) /content/dog.mp4: 384x640 1 dog, 1109.7ms
video 1/1 (frame 98/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1113.6ms
video 1/1 (frame 99/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1122.5ms
video 1/1 (frame 100/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1699.2ms
video 1/1 (frame 101/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1596.1ms
video 1/1 (frame 102/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1117.1ms
video 1/1 (frame 103/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1125.3ms
video 1/1 (frame 104/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1105.7ms
video 1/1 (frame 105/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1104.0ms
video 1/1 (frame 106/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1120.0ms
video 1/1 (frame 107/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1110.5ms
video 1/1 (frame 108/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1136.4ms
video 1/1 (frame 109/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1106.9ms
video 1/1 (frame 110/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1510.6ms
video 1/1 (frame 111/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1802.7ms
video 1/1 (frame 112/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1101.5ms
video 1/1 (frame 113/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1133.8ms
video 1/1 (frame 114/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1112.9ms
video 1/1 (frame 115/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1112.9ms
video 1/1 (frame 116/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1143.2ms
video 1/1 (frame 117/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1112.5ms
video 1/1 (frame 118/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1111.3ms
video 1/1 (frame 119/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1111.7ms
video 1/1 (frame 120/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1376.7ms
video 1/1 (frame 121/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1812.0ms
video 1/1 (frame 122/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1180.7ms
video 1/1 (frame 123/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1113.2ms
video 1/1 (frame 124/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1126.8ms
video 1/1 (frame 125/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1105.9ms
video 1/1 (frame 126/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1116.0ms
video 1/1 (frame 127/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1112.7ms
video 1/1 (frame 128/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1120.0ms
video 1/1 (frame 129/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1101.3ms
video 1/1 (frame 130/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1225.2ms
video 1/1 (frame 131/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1787.6ms
video 1/1 (frame 132/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1372.1ms
video 1/1 (frame 133/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1131.7ms
video 1/1 (frame 134/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1131.6ms
video 1/1 (frame 135/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1108.8ms
video 1/1 (frame 136/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1106.8ms
video 1/1 (frame 137/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1105.0ms
video 1/1 (frame 138/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1112.6ms
video 1/1 (frame 139/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1122.2ms
video 1/1 (frame 140/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1121.9ms
video 1/1 (frame 141/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1817.0ms
video 1/1 (frame 142/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1510.8ms
video 1/1 (frame 143/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1112.9ms
video 1/1 (frame 144/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1105.5ms
video 1/1 (frame 145/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1114.1ms
video 1/1 (frame 146/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1110.9ms
video 1/1 (frame 147/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1113.1ms
video 1/1 (frame 148/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1118.2ms
video 1/1 (frame 149/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1117.1ms
video 1/1 (frame 150/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1116.5ms
video 1/1 (frame 151/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1613.4ms
video 1/1 (frame 152/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1689.5ms
video 1/1 (frame 153/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1114.3ms
video 1/1 (frame 154/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1112.5ms
video 1/1 (frame 155/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1122.4ms
video 1/1 (frame 156/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1120.6ms
video 1/1 (frame 157/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1114.7ms
video 1/1 (frame 158/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1119.3ms
video 1/1 (frame 159/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1129.0ms
video 1/1 (frame 160/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1114.5ms
video 1/1 (frame 161/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1451.0ms
video 1/1 (frame 162/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1812.0ms
video 1/1 (frame 163/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1108.6ms
video 1/1 (frame 164/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1115.7ms
video 1/1 (frame 165/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1104.6ms
video 1/1 (frame 166/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1105.1ms
video 1/1 (frame 167/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1105.3ms
video 1/1 (frame 168/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1108.9ms
video 1/1 (frame 169/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1103.5ms
video 1/1 (frame 170/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1107.0ms
video 1/1 (frame 171/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1266.8ms
video 1/1 (frame 172/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1801.0ms
video 1/1 (frame 173/798) /content/dog.mp4: 384x640 1 dog, 1332.2ms
video 1/1 (frame 174/798) /content/dog.mp4: 384x640 1 dog, 1118.4ms
video 1/1 (frame 175/798) /content/dog.mp4: 384x640 1 dog, 1 teddy bear, 1118.4ms
video 1/1 (frame 176/798) /content/dog.mp4: 384x640 1 dog, 1113.4ms
video 1/1 (frame 177/798) /content/dog.mp4: 384x640 1 dog, 1108.4ms
video 1/1 (frame 178/798) /content/dog.mp4: 384x640 1 dog, 1113.8ms
video 1/1 (frame 179/798) /content/dog.mp4: 384x640 1 dog, 1105.4ms
video 1/1 (frame 180/798) /content/dog.mp4: 384x640 1 dog, 1100.0ms
video 1/1 (frame 181/798) /content/dog.mp4: 384x640 1 dog, 1113.3ms
video 1/1 (frame 182/798) /content/dog.mp4: 384x640 1 dog, 1766.6ms
video 1/1 (frame 183/798) /content/dog.mp4: 384x640 1 dog, 1552.2ms
video 1/1 (frame 184/798) /content/dog.mp4: 384x640 1 dog, 1102.4ms
video 1/1 (frame 185/798) /content/dog.mp4: 384x640 1 dog, 1119.9ms
video 1/1 (frame 186/798) /content/dog.mp4: 384x640 1 dog, 1123.4ms
video 1/1 (frame 187/798) /content/dog.mp4: 384x640 1 dog, 1114.4ms
video 1/1 (frame 188/798) /content/dog.mp4: 384x640 1 dog, 1119.3ms
video 1/1 (frame 189/798) /content/dog.mp4: 384x640 1 dog, 1122.2ms
video 1/1 (frame 190/798) /content/dog.mp4: 384x640 1 dog, 1119.9ms
video 1/1 (frame 191/798) /content/dog.mp4: 384x640 1 dog, 1112.1ms
video 1/1 (frame 192/798) /content/dog.mp4: 384x640 1 dog, 1541.4ms
video 1/1 (frame 193/798) /content/dog.mp4: 384x640 1 dog, 1763.9ms
video 1/1 (frame 194/798) /content/dog.mp4: 384x640 1 dog, 1115.4ms
video 1/1 (frame 195/798) /content/dog.mp4: 384x640 1 dog, 1113.4ms
video 1/1 (frame 196/798) /content/dog.mp4: 384x640 1 dog, 1113.9ms
video 1/1 (frame 197/798) /content/dog.mp4: 384x640 1 dog, 1119.7ms
video 1/1 (frame 198/798) /content/dog.mp4: 384x640 1 dog, 1118.6ms
video 1/1 (frame 199/798) /content/dog.mp4: 384x640 1 dog, 1111.2ms
video 1/1 (frame 200/798) /content/dog.mp4: 384x640 1 dog, 1111.8ms
video 1/1 (frame 201/798) /content/dog.mp4: 384x640 1 dog, 1117.6ms
video 1/1 (frame 202/798) /content/dog.mp4: 384x640 1 dog, 1377.0ms
video 1/1 (frame 203/798) /content/dog.mp4: 384x640 1 dog, 1818.7ms
video 1/1 (frame 204/798) /content/dog.mp4: 384x640 1 dog, 1203.5ms
video 1/1 (frame 205/798) /content/dog.mp4: 384x640 1 dog, 1118.9ms
video 1/1 (frame 206/798) /content/dog.mp4: 384x640 1 dog, 1137.1ms
video 1/1 (frame 207/798) /content/dog.mp4: 384x640 1 dog, 1123.4ms
video 1/1 (frame 208/798) /content/dog.mp4: 384x640 1 dog, 1106.1ms
video 1/1 (frame 209/798) /content/dog.mp4: 384x640 1 dog, 1119.6ms
video 1/1 (frame 210/798) /content/dog.mp4: 384x640 1 dog, 1129.6ms
video 1/1 (frame 211/798) /content/dog.mp4: 384x640 1 dog, 1127.6ms
video 1/1 (frame 212/798) /content/dog.mp4: 384x640 1 dog, 1215.9ms
video 1/1 (frame 213/798) /content/dog.mp4: 384x640 1 dog, 1811.4ms
video 1/1 (frame 214/798) /content/dog.mp4: 384x640 1 dog, 1382.3ms
video 1/1 (frame 215/798) /content/dog.mp4: 384x640 1 dog, 1111.0ms
video 1/1 (frame 216/798) /content/dog.mp4: 384x640 1 dog, 1110.7ms
video 1/1 (frame 217/798) /content/dog.mp4: 384x640 1 dog, 1116.6ms
video 1/1 (frame 218/798) /content/dog.mp4: 384x640 1 dog, 1110.2ms
video 1/1 (frame 219/798) /content/dog.mp4: 384x640 1 dog, 1108.0ms
video 1/1 (frame 220/798) /content/dog.mp4: 384x640 1 dog, 1111.2ms
video 1/1 (frame 221/798) /content/dog.mp4: 384x640 1 dog, 1108.1ms
video 1/1 (frame 222/798) /content/dog.mp4: 384x640 1 dog, 1137.1ms
video 1/1 (frame 223/798) /content/dog.mp4: 384x640 1 dog, 1741.9ms
video 1/1 (frame 224/798) /content/dog.mp4: 384x640 1 dog, 1558.4ms
video 1/1 (frame 225/798) /content/dog.mp4: 384x640 1 dog, 1110.5ms
video 1/1 (frame 226/798) /content/dog.mp4: 384x640 1 dog, 1107.4ms
video 1/1 (frame 227/798) /content/dog.mp4: 384x640 1 dog, 1108.0ms
video 1/1 (frame 228/798) /content/dog.mp4: 384x640 1 dog, 1117.1ms
video 1/1 (frame 229/798) /content/dog.mp4: 384x640 1 dog, 1117.6ms
video 1/1 (frame 230/798) /content/dog.mp4: 384x640 1 dog, 1119.3ms
video 1/1 (frame 231/798) /content/dog.mp4: 384x640 1 dog, 1124.5ms
video 1/1 (frame 232/798) /content/dog.mp4: 384x640 1 dog, 1109.9ms
video 1/1 (frame 233/798) /content/dog.mp4: 384x640 1 dog, 1525.7ms
video 1/1 (frame 234/798) /content/dog.mp4: 384x640 1 dog, 1796.3ms
video 1/1 (frame 235/798) /content/dog.mp4: 384x640 1 dog, 1112.5ms
video 1/1 (frame 236/798) /content/dog.mp4: 384x640 1 dog, 1112.6ms
video 1/1 (frame 237/798) /content/dog.mp4: 384x640 1 dog, 1132.4ms
video 1/1 (frame 238/798) /content/dog.mp4: 384x640 1 dog, 1132.9ms
video 1/1 (frame 239/798) /content/dog.mp4: 384x640 1 dog, 1112.7ms
video 1/1 (frame 240/798) /content/dog.mp4: 384x640 1 dog, 1107.1ms
video 1/1 (frame 241/798) /content/dog.mp4: 384x640 1 dog, 1108.4ms
video 1/1 (frame 242/798) /content/dog.mp4: 384x640 1 dog, 1112.7ms
video 1/1 (frame 243/798) /content/dog.mp4: 384x640 1 dog, 1346.8ms
video 1/1 (frame 244/798) /content/dog.mp4: 384x640 1 dog, 1823.9ms
video 1/1 (frame 245/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1221.2ms
video 1/1 (frame 246/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1127.9ms
video 1/1 (frame 247/798) /content/dog.mp4: 384x640 1 dog, 1121.1ms
video 1/1 (frame 248/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1111.9ms
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video 1/1 (frame 751/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1107.8ms
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video 1/1 (frame 787/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1781.9ms
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video 1/1 (frame 790/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1119.3ms
video 1/1 (frame 791/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1105.0ms
video 1/1 (frame 792/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1114.7ms
video 1/1 (frame 793/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1114.6ms
video 1/1 (frame 794/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1122.4ms
video 1/1 (frame 795/798) /content/dog.mp4: 384x640 1 dog, 1144.5ms
video 1/1 (frame 796/798) /content/dog.mp4: 384x640 1 dog, 1 sports ball, 1369.7ms
video 1/1 (frame 797/798) /content/dog.mp4: 384x640 1 dog, 1813.4ms
video 1/1 (frame 798/798) /content/dog.mp4: 384x640 1 dog, 1 frisbee, 1202.1ms
Speed: 2.9ms preprocess, 1219.1ms inference, 5.4ms postprocess per image at shape (1, 3, 384, 640)
Labeled video saved as Segmented_dog_m.mp4
In [ ]:
# Get input video properties using OpenCV
from ultralytics import YOLO
import cv2
from google.colab.patches import cv2_imshow  # For displaying frames in Colab

# Load the YOLO model
model = YOLO("yolo11m-pose.pt")  # Replace with your specific model file

# Path to the input video
input_video_path = "baseball.mp4"

# Output video file path
output_video_path = "Posed_baseball_m.mp4"

# Predict on the video
results = model.predict(source=input_video_path, stream=True)  # stream=True processes frame by frame

# Get input video properties using OpenCV
cap = cv2.VideoCapture(input_video_path)
fps = int(cap.get(cv2.CAP_PROP_FPS))
width = int(cap.get(cv2.CAP_PROP_FRAME_WIDTH))
height = int(cap.get(cv2.CAP_PROP_FRAME_HEIGHT))

# Define the VideoWriter object to save the output video
fourcc = cv2.VideoWriter_fourcc(*"mp4v")  # Codec for .mp4 files
out = cv2.VideoWriter(output_video_path, fourcc, fps, (width, height))

# Process each frame and save the labeled video
for result in results:
    frame = result.plot()  # Overlay labels and boxes on the frame
    out.write(frame)       # Write the labeled frame to the output video file

# Release resources
cap.release()
out.release()

print("Labeled video saved as", output_video_path)
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video 1/1 (frame 296/312) /content/baseball.mp4: 384x640 3 persons, 769.6ms
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video 1/1 (frame 306/312) /content/baseball.mp4: 384x640 2 persons, 1155.1ms
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video 1/1 (frame 308/312) /content/baseball.mp4: 384x640 2 persons, 950.1ms
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video 1/1 (frame 312/312) /content/baseball.mp4: 384x640 2 persons, 756.3ms
Speed: 2.9ms preprocess, 818.7ms inference, 1.1ms postprocess per image at shape (1, 3, 384, 640)
Labeled video saved as Posed_baseball_m.mp4
In [ ]:
# Get input video properties using OpenCV
from ultralytics import YOLO
import cv2
from google.colab.patches import cv2_imshow  # For displaying frames in Colab

# Load the YOLO model
model = YOLO("yolo11s-obb.pt")  # Replace with your specific model file

# Path to the input video
input_video_path = "city_view.mp4"

# Output video file path
output_video_path = "obb_city_view_s.mp4"

# Predict on the video
results = model.predict(source=input_video_path, stream=True)  # stream=True processes frame by frame

# Get input video properties using OpenCV
cap = cv2.VideoCapture(input_video_path)
fps = int(cap.get(cv2.CAP_PROP_FPS))
width = int(cap.get(cv2.CAP_PROP_FRAME_WIDTH))
height = int(cap.get(cv2.CAP_PROP_FRAME_HEIGHT))

# Define the VideoWriter object to save the output video
fourcc = cv2.VideoWriter_fourcc(*"mp4v")  # Codec for .mp4 files
out = cv2.VideoWriter(output_video_path, fourcc, fps, (width, height))

# Process each frame and save the labeled video
for result in results:
    frame = result.plot()  # Overlay labels and boxes on the frame
    out.write(frame)       # Write the labeled frame to the output video file

# Release resources
cap.release()
out.release()

print("Labeled video saved as", output_video_path)
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video 1/1 (frame 247/269) /content/city_view.mp4: 576x1024 634.5ms
video 1/1 (frame 248/269) /content/city_view.mp4: 576x1024 643.0ms
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video 1/1 (frame 250/269) /content/city_view.mp4: 576x1024 638.0ms
video 1/1 (frame 251/269) /content/city_view.mp4: 576x1024 750.0ms
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video 1/1 (frame 255/269) /content/city_view.mp4: 576x1024 638.0ms
video 1/1 (frame 256/269) /content/city_view.mp4: 576x1024 638.0ms
video 1/1 (frame 257/269) /content/city_view.mp4: 576x1024 635.3ms
video 1/1 (frame 258/269) /content/city_view.mp4: 576x1024 642.0ms
video 1/1 (frame 259/269) /content/city_view.mp4: 576x1024 635.5ms
video 1/1 (frame 260/269) /content/city_view.mp4: 576x1024 631.3ms
video 1/1 (frame 261/269) /content/city_view.mp4: 576x1024 645.4ms
video 1/1 (frame 262/269) /content/city_view.mp4: 576x1024 635.4ms
video 1/1 (frame 263/269) /content/city_view.mp4: 576x1024 634.0ms
video 1/1 (frame 264/269) /content/city_view.mp4: 576x1024 650.5ms
video 1/1 (frame 265/269) /content/city_view.mp4: 576x1024 638.1ms
video 1/1 (frame 266/269) /content/city_view.mp4: 576x1024 632.8ms
video 1/1 (frame 267/269) /content/city_view.mp4: 576x1024 640.8ms
video 1/1 (frame 268/269) /content/city_view.mp4: 576x1024 633.9ms
video 1/1 (frame 269/269) /content/city_view.mp4: 576x1024 832.5ms
Speed: 5.5ms preprocess, 697.4ms inference, 13.5ms postprocess per image at shape (1, 3, 576, 1024)
Labeled video saved as obb_city_view_s.mp4