diff --git a/cat_detect.ipynb b/cat_detect.ipynb index 80cac79..72a849d 100644 --- a/cat_detect.ipynb +++ b/cat_detect.ipynb @@ -7089,6 +7089,1627 @@ "for result in results:\n", " print(result)" ] + }, + { + "cell_type": "code", + "execution_count": 118, + "metadata": {}, + "outputs": [], + "source": [ + "input_video_path = 'dataset/20250123_090113.mp4' # Replace with your video file path\n", + "cap = cv2.VideoCapture(input_video_path)" + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "metadata": {}, + "outputs": [], + "source": [ + "# Get the video frame rate and size\n", + "fps = int(cap.get(cv2.CAP_PROP_FPS)) # Frame per second\n", + "frame_width = int(cap.get(cv2.CAP_PROP_FRAME_WIDTH))\n", + "frame_height = int(cap.get(cv2.CAP_PROP_FRAME_HEIGHT))" + ] + }, + { + "cell_type": "code", + "execution_count": 120, + "metadata": {}, + "outputs": [], + "source": [ + "# Define the codec and output video format\n", + "fourcc = cv2.VideoWriter_fourcc(*'XVID')\n", + "output_video_path = 'output_video.mp4' # Path to save the output video\n", + "out = cv2.VideoWriter(output_video_path, fourcc, fps, (frame_width, frame_height))" + ] + }, + { + "cell_type": "code", + "execution_count": 121, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "0: 640x384 (no detections), 75.8ms\n", + "Speed: 6.3ms preprocess, 75.8ms inference, 2.7ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 84.7ms\n", + "Speed: 11.0ms preprocess, 84.7ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 11.1ms\n", + "Speed: 3.9ms preprocess, 11.1ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 10.5ms\n", + "Speed: 3.0ms preprocess, 10.5ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 10.0ms\n", + "Speed: 3.0ms preprocess, 10.0ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 10.2ms\n", + "Speed: 3.0ms preprocess, 10.2ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 10.0ms\n", + "Speed: 3.0ms preprocess, 10.0ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 10.0ms\n", + "Speed: 3.0ms preprocess, 10.0ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 14.0ms\n", + "Speed: 3.0ms preprocess, 14.0ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 13.0ms\n", + "Speed: 4.6ms preprocess, 13.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 12.0ms\n", + "Speed: 3.0ms preprocess, 12.0ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 19.0ms\n", + "Speed: 4.0ms preprocess, 19.0ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 20.0ms\n", + "Speed: 4.0ms preprocess, 20.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 22.0ms\n", + "Speed: 5.0ms preprocess, 22.0ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 12.0ms\n", + "Speed: 5.0ms preprocess, 12.0ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 13.0ms\n", + "Speed: 4.0ms preprocess, 13.0ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 15.0ms\n", + "Speed: 3.0ms preprocess, 15.0ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 10.0ms\n", + "Speed: 4.0ms preprocess, 10.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 12.8ms\n", + "Speed: 4.0ms preprocess, 12.8ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 11.0ms\n", + "Speed: 3.0ms preprocess, 11.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 12.0ms\n", + "Speed: 3.0ms preprocess, 12.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 47.2ms\n", + "Speed: 2.0ms preprocess, 47.2ms inference, 0.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 16.0ms\n", + "Speed: 2.0ms preprocess, 16.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 10.0ms\n", + "Speed: 4.0ms preprocess, 10.0ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 11.1ms\n", + "Speed: 4.3ms preprocess, 11.1ms inference, 0.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 12.0ms\n", + "Speed: 3.0ms preprocess, 12.0ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 10.0ms\n", + "Speed: 4.0ms preprocess, 10.0ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 13.0ms\n", + "Speed: 4.0ms preprocess, 13.0ms inference, 0.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 15.0ms\n", + "Speed: 4.0ms preprocess, 15.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 12.0ms\n", + "Speed: 5.0ms preprocess, 12.0ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 18.0ms\n", + "Speed: 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384)\n", + "\n", + "0: 640x384 1 Tom, 1 Garfield, 12.0ms\n", + "Speed: 4.0ms preprocess, 12.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 1 Garfield, 11.5ms\n", + "Speed: 4.3ms preprocess, 11.5ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 1 Garfield, 11.0ms\n", + "Speed: 5.0ms preprocess, 11.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 1 Garfield, 12.0ms\n", + "Speed: 4.0ms preprocess, 12.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 1 Garfield, 11.3ms\n", + "Speed: 2.0ms preprocess, 11.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 1 Garfield, 12.0ms\n", + "Speed: 4.0ms preprocess, 12.0ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 1 Garfield, 13.0ms\n", + "Speed: 4.0ms preprocess, 13.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 13.0ms\n", + "Speed: 4.0ms preprocess, 13.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 11.0ms\n", + "Speed: 3.0ms preprocess, 11.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Garfields, 11.0ms\n", + "Speed: 3.0ms preprocess, 11.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Garfields, 44.0ms\n", + "Speed: 4.0ms preprocess, 44.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Garfields, 11.8ms\n", + "Speed: 3.0ms preprocess, 11.8ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 11.0ms\n", + "Speed: 2.0ms preprocess, 11.0ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 12.0ms\n", + "Speed: 4.0ms preprocess, 12.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 11.4ms\n", + "Speed: 3.1ms preprocess, 11.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 1 Garfield, 9.0ms\n", + "Speed: 4.0ms preprocess, 9.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 1 Garfield, 11.0ms\n", + "Speed: 4.0ms preprocess, 11.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 1 Garfield, 11.1ms\n", + "Speed: 5.0ms preprocess, 11.1ms inference, 3.2ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 1 Garfield, 9.0ms\n", + "Speed: 4.0ms preprocess, 9.0ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 1 Garfield, 12.0ms\n", + "Speed: 4.0ms preprocess, 12.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 1 Garfield, 13.0ms\n", + "Speed: 4.0ms preprocess, 13.0ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 1 Garfield, 12.0ms\n", + "Speed: 3.0ms preprocess, 12.0ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 12.0ms\n", + "Speed: 4.0ms preprocess, 12.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 12.0ms\n", + "Speed: 3.0ms preprocess, 12.0ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 13.0ms\n", + "Speed: 4.0ms preprocess, 13.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 11.0ms\n", + "Speed: 5.0ms preprocess, 11.0ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 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per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 10.0ms\n", + "Speed: 4.0ms preprocess, 10.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 1 Garfield, 12.0ms\n", + "Speed: 4.0ms preprocess, 12.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 13.4ms\n", + "Speed: 4.0ms preprocess, 13.4ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 20.0ms\n", + "Speed: 4.0ms preprocess, 20.0ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 12.0ms\n", + "Speed: 3.0ms preprocess, 12.0ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 12.0ms\n", + "Speed: 4.0ms preprocess, 12.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 13.0ms\n", + "Speed: 4.0ms preprocess, 13.0ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 13.0ms\n", + "Speed: 5.0ms preprocess, 13.0ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 13.0ms\n", + "Speed: 4.0ms preprocess, 13.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 14.0ms\n", + "Speed: 3.1ms preprocess, 14.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 11.0ms\n", + "Speed: 5.0ms preprocess, 11.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 18.0ms\n", + "Speed: 4.0ms preprocess, 18.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 11.0ms\n", + "Speed: 4.0ms preprocess, 11.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 12.0ms\n", + "Speed: 3.0ms preprocess, 12.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 12.0ms\n", + "Speed: 3.0ms preprocess, 12.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 60.0ms\n", + "Speed: 36.0ms preprocess, 60.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 13.0ms\n", + "Speed: 4.0ms preprocess, 13.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 27.0ms\n", + "Speed: 5.0ms preprocess, 27.0ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 12.0ms\n", + "Speed: 5.0ms preprocess, 12.0ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 13.0ms\n", + "Speed: 5.0ms preprocess, 13.0ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 12.0ms\n", + "Speed: 5.0ms preprocess, 12.0ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 15.0ms\n", + "Speed: 3.3ms preprocess, 15.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 15.3ms\n", + "Speed: 4.0ms preprocess, 15.3ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 24.5ms\n", + "Speed: 5.4ms preprocess, 24.5ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 12.7ms\n", + "Speed: 4.2ms preprocess, 12.7ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 16.0ms\n", + "Speed: 5.0ms preprocess, 16.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 11.0ms\n", + "Speed: 5.0ms preprocess, 11.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 33.3ms\n", + "Speed: 3.0ms preprocess, 33.3ms inference, 15.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 10.0ms\n", + "Speed: 4.0ms preprocess, 10.0ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 38.8ms\n", + "Speed: 5.0ms preprocess, 38.8ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 21.0ms\n", + "Speed: 6.0ms preprocess, 21.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 23.6ms\n", + "Speed: 6.0ms preprocess, 23.6ms inference, 3.7ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 21.0ms\n", + "Speed: 5.0ms preprocess, 21.0ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 23.3ms\n", + "Speed: 5.0ms preprocess, 23.3ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 27.0ms\n", + "Speed: 7.0ms preprocess, 27.0ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 30.0ms\n", + "Speed: 6.0ms preprocess, 30.0ms inference, 9.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 13.0ms\n", + "Speed: 5.0ms preprocess, 13.0ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 14.0ms\n", + "Speed: 5.0ms preprocess, 14.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 15.0ms\n", + "Speed: 5.0ms preprocess, 15.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 12.0ms\n", + "Speed: 4.5ms preprocess, 12.0ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 14.0ms\n", + "Speed: 4.0ms preprocess, 14.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 15.0ms\n", + "Speed: 5.0ms preprocess, 15.0ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 12.0ms\n", + "Speed: 6.0ms preprocess, 12.0ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 15.5ms\n", + "Speed: 4.6ms preprocess, 15.5ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 15.0ms\n", + "Speed: 4.7ms preprocess, 15.0ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 14.0ms\n", + "Speed: 6.0ms preprocess, 14.0ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 14.0ms\n", + "Speed: 4.0ms preprocess, 14.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 15.0ms\n", + "Speed: 4.0ms preprocess, 15.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 12.0ms\n", + "Speed: 3.0ms preprocess, 12.0ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 12.4ms\n", + "Speed: 5.5ms preprocess, 12.4ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 12.0ms\n", + "Speed: 4.0ms preprocess, 12.0ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 14.0ms\n", + "Speed: 5.0ms preprocess, 14.0ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 19.0ms\n", + "Speed: 3.7ms preprocess, 19.0ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 14.0ms\n", + "Speed: 4.0ms preprocess, 14.0ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 14.0ms\n", + "Speed: 5.0ms preprocess, 14.0ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 32.5ms\n", + "Speed: 4.0ms preprocess, 32.5ms inference, 6.2ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 14.0ms\n", + "Speed: 5.0ms preprocess, 14.0ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 53.0ms\n", + "Speed: 4.6ms preprocess, 53.0ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 18.0ms\n", + "Speed: 4.0ms preprocess, 18.0ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 19.7ms\n", + "Speed: 4.0ms preprocess, 19.7ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 15.0ms\n", + "Speed: 5.0ms preprocess, 15.0ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 24.0ms\n", + "Speed: 5.5ms preprocess, 24.0ms inference, 6.6ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 22.0ms\n", + "Speed: 6.0ms preprocess, 22.0ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 27.9ms\n", + "Speed: 4.0ms preprocess, 27.9ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 25.0ms\n", + "Speed: 5.3ms preprocess, 25.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 29.0ms\n", + "Speed: 6.0ms preprocess, 29.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 24.2ms\n", + "Speed: 5.1ms preprocess, 24.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 21.0ms\n", + "Speed: 5.0ms preprocess, 21.0ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 18.0ms\n", + "Speed: 6.0ms preprocess, 18.0ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 16.0ms\n", + "Speed: 6.0ms preprocess, 16.0ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 23.0ms\n", + "Speed: 6.0ms preprocess, 23.0ms inference, 5.9ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 15.6ms\n", + "Speed: 5.0ms preprocess, 15.6ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 23.5ms\n", + "Speed: 6.0ms preprocess, 23.5ms inference, 6.2ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 20.0ms\n", + "Speed: 6.0ms preprocess, 20.0ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 25.0ms\n", + "Speed: 6.0ms preprocess, 25.0ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 37.0ms\n", + "Speed: 6.0ms preprocess, 37.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 22.0ms\n", + "Speed: 7.3ms preprocess, 22.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 16.3ms\n", + "Speed: 5.9ms preprocess, 16.3ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 15.0ms\n", + "Speed: 5.4ms preprocess, 15.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 14.0ms\n", + "Speed: 6.0ms preprocess, 14.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 12.0ms\n", + "Speed: 5.0ms preprocess, 12.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 15.0ms\n", + "Speed: 3.0ms preprocess, 15.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 22.5ms\n", + "Speed: 4.0ms preprocess, 22.5ms inference, 22.1ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 13.0ms\n", + "Speed: 5.0ms preprocess, 13.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 18.0ms\n", + "Speed: 4.0ms preprocess, 18.0ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 16.0ms\n", + "Speed: 4.0ms preprocess, 16.0ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 18.0ms\n", + "Speed: 5.0ms preprocess, 18.0ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 16.0ms\n", + "Speed: 4.0ms preprocess, 16.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 12.8ms\n", + "Speed: 5.0ms preprocess, 12.8ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 14.6ms\n", + "Speed: 4.0ms preprocess, 14.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 15.5ms\n", + "Speed: 4.1ms preprocess, 15.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 14.0ms\n", + "Speed: 4.0ms preprocess, 14.0ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 15.0ms\n", + "Speed: 5.0ms preprocess, 15.0ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 14.4ms\n", + "Speed: 5.0ms preprocess, 14.4ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 11.0ms\n", + "Speed: 4.0ms preprocess, 11.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 14.1ms\n", + "Speed: 4.0ms preprocess, 14.1ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 16.0ms\n", + "Speed: 4.0ms preprocess, 16.0ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 15.0ms\n", + "Speed: 4.0ms preprocess, 15.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 10.0ms\n", + "Speed: 5.0ms preprocess, 10.0ms inference, 5.9ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 12.0ms\n", + "Speed: 3.8ms preprocess, 12.0ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 12.0ms\n", + "Speed: 5.0ms preprocess, 12.0ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 10.7ms\n", + "Speed: 3.4ms preprocess, 10.7ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 14.0ms\n", + "Speed: 5.0ms preprocess, 14.0ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 15.0ms\n", + "Speed: 5.0ms preprocess, 15.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 23.0ms\n", + "Speed: 6.0ms preprocess, 23.0ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 15.0ms\n", + "Speed: 5.8ms preprocess, 15.0ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 15.0ms\n", + "Speed: 5.0ms preprocess, 15.0ms inference, 8.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 53.3ms\n", + "Speed: 58.0ms preprocess, 53.3ms inference, 15.6ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 22.0ms\n", + "Speed: 4.0ms preprocess, 22.0ms inference, 8.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 22.0ms\n", + "Speed: 5.0ms preprocess, 22.0ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 17.0ms\n", + "Speed: 4.0ms preprocess, 17.0ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 21.5ms\n", + "Speed: 5.5ms preprocess, 21.5ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 20.6ms\n", + "Speed: 7.8ms preprocess, 20.6ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 27.0ms\n", + "Speed: 5.0ms preprocess, 27.0ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 27.0ms\n", + "Speed: 6.0ms preprocess, 27.0ms inference, 8.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 31.0ms\n", + "Speed: 5.7ms preprocess, 31.0ms inference, 8.8ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 21.7ms\n", + "Speed: 5.0ms preprocess, 21.7ms inference, 6.5ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 40.6ms\n", + "Speed: 6.0ms preprocess, 40.6ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 18.0ms\n", + "Speed: 6.7ms preprocess, 18.0ms inference, 8.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 23.8ms\n", + "Speed: 5.0ms preprocess, 23.8ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 14.0ms\n", + "Speed: 7.0ms preprocess, 14.0ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 28.6ms\n", + "Speed: 6.0ms preprocess, 28.6ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 25.7ms\n", + "Speed: 6.3ms preprocess, 25.7ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 21.0ms\n", + "Speed: 5.0ms preprocess, 21.0ms inference, 10.7ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 30.7ms\n", + "Speed: 6.3ms preprocess, 30.7ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 22.1ms\n", + "Speed: 5.0ms preprocess, 22.1ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 30.0ms\n", + "Speed: 5.0ms preprocess, 30.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 19.2ms\n", + "Speed: 5.0ms preprocess, 19.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 27.9ms\n", + "Speed: 4.8ms preprocess, 27.9ms inference, 5.5ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 18.0ms\n", + "Speed: 5.7ms preprocess, 18.0ms inference, 8.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 39.6ms\n", + "Speed: 5.0ms preprocess, 39.6ms inference, 6.6ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 55.7ms\n", + "Speed: 5.0ms preprocess, 55.7ms inference, 6.1ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 29.6ms\n", + "Speed: 6.2ms preprocess, 29.6ms inference, 4.2ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 16.0ms\n", + "Speed: 5.0ms preprocess, 16.0ms inference, 9.2ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 28.2ms\n", + "Speed: 6.0ms preprocess, 28.2ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 16.0ms\n", + "Speed: 5.7ms preprocess, 16.0ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 21.1ms\n", + "Speed: 8.0ms preprocess, 21.1ms inference, 6.1ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 26.1ms\n", + "Speed: 4.2ms preprocess, 26.1ms inference, 5.9ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 18.0ms\n", + "Speed: 5.0ms preprocess, 18.0ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 22.0ms\n", + "Speed: 5.0ms preprocess, 22.0ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 27.7ms\n", + "Speed: 5.0ms preprocess, 27.7ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 17.1ms\n", + "Speed: 6.0ms preprocess, 17.1ms inference, 5.7ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 25.0ms\n", + "Speed: 7.0ms preprocess, 25.0ms inference, 8.2ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 17.0ms\n", + "Speed: 5.0ms preprocess, 17.0ms inference, 7.6ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 31.6ms\n", + "Speed: 4.9ms preprocess, 31.6ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 19.9ms\n", + "Speed: 4.0ms preprocess, 19.9ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 18.6ms\n", + "Speed: 7.0ms preprocess, 18.6ms inference, 9.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 25.7ms\n", + "Speed: 5.5ms preprocess, 25.7ms inference, 7.6ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 16.3ms\n", + "Speed: 4.0ms preprocess, 16.3ms inference, 8.9ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 33.8ms\n", + "Speed: 5.0ms preprocess, 33.8ms inference, 5.9ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 14.6ms\n", + "Speed: 5.0ms preprocess, 14.6ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 24.6ms\n", + "Speed: 5.0ms preprocess, 24.6ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 50.7ms\n", + "Speed: 5.0ms preprocess, 50.7ms inference, 5.6ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 44.0ms\n", + "Speed: 5.0ms preprocess, 44.0ms inference, 4.6ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 18.0ms\n", + "Speed: 4.2ms preprocess, 18.0ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 16.7ms\n", + "Speed: 5.0ms preprocess, 16.7ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 15.1ms\n", + "Speed: 5.0ms preprocess, 15.1ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 20.2ms\n", + "Speed: 7.0ms preprocess, 20.2ms inference, 5.9ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 15.0ms\n", + "Speed: 6.0ms preprocess, 15.0ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 17.0ms\n", + "Speed: 5.0ms preprocess, 17.0ms inference, 6.7ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 18.0ms\n", + "Speed: 5.0ms preprocess, 18.0ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 14.0ms\n", + "Speed: 4.0ms preprocess, 14.0ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 16.6ms\n", + "Speed: 5.0ms preprocess, 16.6ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 14.0ms\n", + "Speed: 5.6ms preprocess, 14.0ms inference, 5.7ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 16.0ms\n", + "Speed: 5.0ms preprocess, 16.0ms inference, 7.5ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 18.8ms\n", + "Speed: 4.0ms preprocess, 18.8ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 15.0ms\n", + "Speed: 5.0ms preprocess, 15.0ms inference, 4.7ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 15.0ms\n", + "Speed: 5.8ms preprocess, 15.0ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 24.0ms\n", + "Speed: 5.1ms preprocess, 24.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 14.9ms\n", + "Speed: 5.4ms preprocess, 14.9ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 18.1ms\n", + "Speed: 4.0ms preprocess, 18.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 15.0ms\n", + "Speed: 5.0ms preprocess, 15.0ms inference, 8.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 19.0ms\n", + "Speed: 7.0ms preprocess, 19.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 18.0ms\n", + "Speed: 4.0ms preprocess, 18.0ms inference, 2.4ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 23.0ms\n", + "Speed: 5.0ms preprocess, 23.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 15.7ms\n", + "Speed: 5.0ms preprocess, 15.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 42.0ms\n", + "Speed: 5.0ms preprocess, 42.0ms inference, 25.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 21.2ms\n", + "Speed: 7.0ms preprocess, 21.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 25.1ms\n", + "Speed: 4.0ms preprocess, 25.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 15.0ms\n", + "Speed: 5.0ms preprocess, 15.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 20.6ms\n", + "Speed: 5.0ms preprocess, 20.6ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 27.7ms\n", + "Speed: 4.0ms preprocess, 27.7ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 18.4ms\n", + "Speed: 4.0ms preprocess, 18.4ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 24.8ms\n", + "Speed: 4.0ms preprocess, 24.8ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 14.0ms\n", + "Speed: 6.0ms preprocess, 14.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 17.0ms\n", + "Speed: 6.0ms preprocess, 17.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 20.7ms\n", + "Speed: 5.4ms preprocess, 20.7ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 20.7ms\n", + "Speed: 5.0ms preprocess, 20.7ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 23.8ms\n", + "Speed: 6.0ms preprocess, 23.8ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 13.0ms\n", + "Speed: 7.0ms preprocess, 13.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 25.0ms\n", + "Speed: 5.0ms preprocess, 25.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 25.6ms\n", + "Speed: 5.0ms preprocess, 25.6ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 25.8ms\n", + "Speed: 4.0ms preprocess, 25.8ms inference, 2.1ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 19.9ms\n", + "Speed: 5.0ms preprocess, 19.9ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 19.2ms\n", + "Speed: 4.0ms preprocess, 19.2ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 16.6ms\n", + "Speed: 4.0ms preprocess, 16.6ms inference, 5.9ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 22.9ms\n", + "Speed: 4.0ms preprocess, 22.9ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 18.1ms\n", + "Speed: 5.2ms preprocess, 18.1ms inference, 9.1ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 21.0ms\n", + "Speed: 5.0ms preprocess, 21.0ms inference, 9.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 29.0ms\n", + "Speed: 5.5ms preprocess, 29.0ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 15.0ms\n", + "Speed: 6.0ms preprocess, 15.0ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 50.6ms\n", + "Speed: 5.0ms preprocess, 50.6ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 15.0ms\n", + "Speed: 4.2ms preprocess, 15.0ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 21.5ms\n", + "Speed: 5.0ms preprocess, 21.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 16.0ms\n", + "Speed: 8.0ms preprocess, 16.0ms inference, 9.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 21.0ms\n", + "Speed: 5.0ms preprocess, 21.0ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 14.1ms\n", + "Speed: 5.0ms preprocess, 14.1ms inference, 5.6ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 15.7ms\n", + "Speed: 4.0ms preprocess, 15.7ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 23.4ms\n", + "Speed: 5.0ms preprocess, 23.4ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 15.0ms\n", + "Speed: 4.0ms preprocess, 15.0ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 15.0ms\n", + "Speed: 5.0ms preprocess, 15.0ms inference, 8.7ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 16.0ms\n", + "Speed: 5.0ms preprocess, 16.0ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 27.6ms\n", + "Speed: 6.0ms preprocess, 27.6ms inference, 6.2ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 27.0ms\n", + "Speed: 4.0ms preprocess, 27.0ms inference, 11.2ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 22.0ms\n", + "Speed: 4.5ms preprocess, 22.0ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 19.0ms\n", + "Speed: 4.0ms preprocess, 19.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 26.5ms\n", + "Speed: 5.0ms preprocess, 26.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 28.8ms\n", + "Speed: 5.0ms preprocess, 28.8ms inference, 4.8ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 28.0ms\n", + "Speed: 6.0ms preprocess, 28.0ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 16.1ms\n", + "Speed: 6.0ms preprocess, 16.1ms inference, 8.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 1 Garfield, 30.0ms\n", + "Speed: 5.0ms preprocess, 30.0ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 1 Garfield, 24.0ms\n", + "Speed: 6.0ms preprocess, 24.0ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 22.0ms\n", + "Speed: 4.0ms preprocess, 22.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 14.0ms\n", + "Speed: 4.8ms preprocess, 14.0ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 45.0ms\n", + "Speed: 6.0ms preprocess, 45.0ms inference, 16.1ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 19.0ms\n", + "Speed: 5.0ms preprocess, 19.0ms inference, 11.9ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 28.7ms\n", + "Speed: 4.0ms preprocess, 28.7ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 20.0ms\n", + "Speed: 5.0ms preprocess, 20.0ms inference, 5.6ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 36.7ms\n", + "Speed: 4.0ms preprocess, 36.7ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 16.5ms\n", + "Speed: 5.0ms preprocess, 16.5ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 33.9ms\n", + "Speed: 5.6ms preprocess, 33.9ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 20.8ms\n", + "Speed: 5.3ms preprocess, 20.8ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Garfield, 35.0ms\n", + "Speed: 7.0ms preprocess, 35.0ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 36.2ms\n", + "Speed: 5.1ms preprocess, 36.2ms inference, 3.4ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 28.2ms\n", + "Speed: 4.0ms preprocess, 28.2ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 24.8ms\n", + "Speed: 5.5ms preprocess, 24.8ms inference, 4.4ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 34.9ms\n", + "Speed: 21.9ms preprocess, 34.9ms inference, 2.5ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 24.4ms\n", + "Speed: 6.0ms preprocess, 24.4ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 19.1ms\n", + "Speed: 8.0ms preprocess, 19.1ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 24.5ms\n", + "Speed: 5.0ms preprocess, 24.5ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 18.0ms\n", + "Speed: 7.0ms preprocess, 18.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 19.7ms\n", + "Speed: 7.6ms preprocess, 19.7ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 19.0ms\n", + "Speed: 5.2ms preprocess, 19.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 21.0ms\n", + "Speed: 9.0ms preprocess, 21.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 26.0ms\n", + "Speed: 6.0ms preprocess, 26.0ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 19.0ms\n", + "Speed: 7.0ms preprocess, 19.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 25.0ms\n", + "Speed: 5.0ms preprocess, 25.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 64.7ms\n", + "Speed: 6.0ms preprocess, 64.7ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 30.0ms\n", + "Speed: 6.8ms preprocess, 30.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 18.0ms\n", + "Speed: 8.0ms preprocess, 18.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 38.6ms\n", + "Speed: 7.0ms preprocess, 38.6ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 19.0ms\n", + "Speed: 5.0ms preprocess, 19.0ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 33.0ms\n", + "Speed: 5.0ms preprocess, 33.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 35.2ms\n", + "Speed: 5.0ms preprocess, 35.2ms inference, 3.1ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 44.1ms\n", + "Speed: 4.0ms preprocess, 44.1ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 51.2ms\n", + "Speed: 5.0ms preprocess, 51.2ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 32.8ms\n", + "Speed: 6.0ms preprocess, 32.8ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 17.6ms\n", + "Speed: 4.8ms preprocess, 17.6ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 22.0ms\n", + "Speed: 7.6ms preprocess, 22.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 25.3ms\n", + "Speed: 4.0ms preprocess, 25.3ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 20.3ms\n", + "Speed: 6.0ms preprocess, 20.3ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 19.0ms\n", + "Speed: 5.0ms preprocess, 19.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 20.0ms\n", + "Speed: 5.0ms preprocess, 20.0ms inference, 3.6ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 20.8ms\n", + "Speed: 6.0ms preprocess, 20.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 17.0ms\n", + "Speed: 5.0ms preprocess, 17.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 20.5ms\n", + "Speed: 4.7ms preprocess, 20.5ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 16.0ms\n", + "Speed: 5.1ms preprocess, 16.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 17.0ms\n", + "Speed: 5.0ms preprocess, 17.0ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 32.4ms\n", + "Speed: 6.0ms preprocess, 32.4ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 32.4ms\n", + "Speed: 4.0ms preprocess, 32.4ms inference, 8.1ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 32.9ms\n", + "Speed: 5.0ms preprocess, 32.9ms inference, 8.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 31.6ms\n", + "Speed: 3.9ms preprocess, 31.6ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 24.7ms\n", + "Speed: 7.0ms preprocess, 24.7ms inference, 9.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 45.2ms\n", + "Speed: 5.0ms preprocess, 45.2ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 22.6ms\n", + "Speed: 6.0ms preprocess, 22.6ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 24.4ms\n", + "Speed: 6.0ms preprocess, 24.4ms inference, 8.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 (no detections), 19.8ms\n", + "Speed: 6.0ms preprocess, 19.8ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 22.0ms\n", + "Speed: 4.8ms preprocess, 22.0ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 24.5ms\n", + "Speed: 7.2ms preprocess, 24.5ms inference, 6.7ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 21.0ms\n", + "Speed: 6.0ms preprocess, 21.0ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 18.0ms\n", + "Speed: 4.0ms preprocess, 18.0ms inference, 6.2ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 31.6ms\n", + "Speed: 6.6ms preprocess, 31.6ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 29.7ms\n", + "Speed: 6.0ms preprocess, 29.7ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 24.1ms\n", + "Speed: 5.6ms preprocess, 24.1ms inference, 21.6ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 17.3ms\n", + "Speed: 8.3ms preprocess, 17.3ms inference, 8.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 16.0ms\n", + "Speed: 5.0ms preprocess, 16.0ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 14.4ms\n", + "Speed: 5.4ms preprocess, 14.4ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 21.0ms\n", + "Speed: 4.0ms preprocess, 21.0ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 16.0ms\n", + "Speed: 4.0ms preprocess, 16.0ms inference, 8.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 21.3ms\n", + "Speed: 5.8ms preprocess, 21.3ms inference, 7.8ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 22.0ms\n", + "Speed: 6.0ms preprocess, 22.0ms inference, 5.2ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 19.0ms\n", + "Speed: 5.0ms preprocess, 19.0ms inference, 65.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 28.0ms\n", + "Speed: 16.0ms preprocess, 28.0ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 16.8ms\n", + "Speed: 5.2ms preprocess, 16.8ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 25.1ms\n", + "Speed: 5.2ms preprocess, 25.1ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 15.0ms\n", + "Speed: 5.0ms preprocess, 15.0ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 21.0ms\n", + "Speed: 5.0ms preprocess, 21.0ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 20.6ms\n", + "Speed: 5.0ms preprocess, 20.6ms inference, 8.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 28.0ms\n", + "Speed: 8.0ms preprocess, 28.0ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 20.0ms\n", + "Speed: 5.0ms preprocess, 20.0ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 21.0ms\n", + "Speed: 6.0ms preprocess, 21.0ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 21.0ms\n", + "Speed: 5.0ms preprocess, 21.0ms inference, 5.6ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 26.0ms\n", + "Speed: 5.0ms preprocess, 26.0ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 19.0ms\n", + "Speed: 5.0ms preprocess, 19.0ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 21.0ms\n", + "Speed: 5.0ms preprocess, 21.0ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 19.0ms\n", + "Speed: 6.0ms preprocess, 19.0ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 24.0ms\n", + "Speed: 5.0ms preprocess, 24.0ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 15.8ms\n", + "Speed: 6.0ms preprocess, 15.8ms inference, 5.5ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 20.0ms\n", + "Speed: 5.0ms preprocess, 20.0ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 21.1ms\n", + "Speed: 15.8ms preprocess, 21.1ms inference, 4.9ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 28.7ms\n", + "Speed: 5.0ms preprocess, 28.7ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 20.0ms\n", + "Speed: 6.0ms preprocess, 20.0ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 13.0ms\n", + "Speed: 4.0ms preprocess, 13.0ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 25.3ms\n", + "Speed: 5.0ms preprocess, 25.3ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 21.9ms\n", + "Speed: 27.0ms preprocess, 21.9ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 30.0ms\n", + "Speed: 5.0ms preprocess, 30.0ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 20.1ms\n", + "Speed: 5.0ms preprocess, 20.1ms inference, 6.2ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 24.6ms\n", + "Speed: 5.0ms preprocess, 24.6ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 28.3ms\n", + "Speed: 6.0ms preprocess, 28.3ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 20.7ms\n", + "Speed: 5.0ms preprocess, 20.7ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 17.0ms\n", + "Speed: 5.0ms preprocess, 17.0ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 18.4ms\n", + "Speed: 5.0ms preprocess, 18.4ms inference, 12.3ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 20.1ms\n", + "Speed: 6.0ms preprocess, 20.1ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 32.0ms\n", + "Speed: 7.0ms preprocess, 32.0ms inference, 6.1ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 18.7ms\n", + "Speed: 6.0ms preprocess, 18.7ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 19.8ms\n", + "Speed: 6.0ms preprocess, 19.8ms inference, 6.5ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 29.8ms\n", + "Speed: 6.0ms preprocess, 29.8ms inference, 11.2ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 19.0ms\n", + "Speed: 5.0ms preprocess, 19.0ms inference, 8.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 56.7ms\n", + "Speed: 29.0ms preprocess, 56.7ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 18.9ms\n", + "Speed: 5.3ms preprocess, 18.9ms inference, 6.2ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 14.6ms\n", + "Speed: 6.0ms preprocess, 14.6ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 27.0ms\n", + "Speed: 5.7ms preprocess, 27.0ms inference, 6.2ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 16.0ms\n", + "Speed: 5.0ms preprocess, 16.0ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 24.5ms\n", + "Speed: 5.0ms preprocess, 24.5ms inference, 7.2ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 14.0ms\n", + "Speed: 5.0ms preprocess, 14.0ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 25.0ms\n", + "Speed: 6.0ms preprocess, 25.0ms inference, 5.8ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 49.0ms\n", + "Speed: 5.3ms preprocess, 49.0ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 23.0ms\n", + "Speed: 5.0ms preprocess, 23.0ms inference, 37.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 36.5ms\n", + "Speed: 22.9ms preprocess, 36.5ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 29.0ms\n", + "Speed: 5.0ms preprocess, 29.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 28.0ms\n", + "Speed: 5.0ms preprocess, 28.0ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 19.0ms\n", + "Speed: 4.9ms preprocess, 19.0ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 32.5ms\n", + "Speed: 6.2ms preprocess, 32.5ms inference, 6.5ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 13.0ms\n", + "Speed: 6.0ms preprocess, 13.0ms inference, 8.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 38.0ms\n", + "Speed: 6.0ms preprocess, 38.0ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 20.5ms\n", + "Speed: 5.0ms preprocess, 20.5ms inference, 5.5ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 26.0ms\n", + "Speed: 7.0ms preprocess, 26.0ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 32.9ms\n", + "Speed: 6.6ms preprocess, 32.9ms inference, 11.8ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 24.0ms\n", + "Speed: 5.0ms preprocess, 24.0ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 22.0ms\n", + "Speed: 5.0ms preprocess, 22.0ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 27.1ms\n", + "Speed: 6.1ms preprocess, 27.1ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 22.4ms\n", + "Speed: 5.5ms preprocess, 22.4ms inference, 9.7ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 41.5ms\n", + "Speed: 7.8ms preprocess, 41.5ms inference, 11.2ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 83.0ms\n", + "Speed: 7.0ms preprocess, 83.0ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 83.8ms\n", + "Speed: 7.0ms preprocess, 83.8ms inference, 12.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 41.9ms\n", + "Speed: 10.0ms preprocess, 41.9ms inference, 20.9ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 43.6ms\n", + "Speed: 5.0ms preprocess, 43.6ms inference, 5.6ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 60.6ms\n", + "Speed: 6.0ms preprocess, 60.6ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 30.3ms\n", + "Speed: 6.0ms preprocess, 30.3ms inference, 8.1ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 20.2ms\n", + "Speed: 8.0ms preprocess, 20.2ms inference, 8.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 16.1ms\n", + "Speed: 7.0ms preprocess, 16.1ms inference, 3.9ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 23.7ms\n", + "Speed: 6.0ms preprocess, 23.7ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 20.9ms\n", + "Speed: 6.0ms preprocess, 20.9ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 15.0ms\n", + "Speed: 6.0ms preprocess, 15.0ms inference, 8.7ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 24.3ms\n", + "Speed: 6.0ms preprocess, 24.3ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 17.0ms\n", + "Speed: 6.4ms preprocess, 17.0ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 17.7ms\n", + "Speed: 6.0ms preprocess, 17.7ms inference, 8.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 13.8ms\n", + "Speed: 5.0ms preprocess, 13.8ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 26.0ms\n", + "Speed: 5.0ms preprocess, 26.0ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 25.0ms\n", + "Speed: 5.3ms preprocess, 25.0ms inference, 2.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 20.0ms\n", + "Speed: 6.0ms preprocess, 20.0ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 43.4ms\n", + "Speed: 6.0ms preprocess, 43.4ms inference, 10.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 13.0ms\n", + "Speed: 4.0ms preprocess, 13.0ms inference, 2.2ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 18.3ms\n", + "Speed: 23.9ms preprocess, 18.3ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 16.1ms\n", + "Speed: 5.0ms preprocess, 16.1ms inference, 50.8ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 34.0ms\n", + "Speed: 34.1ms preprocess, 34.0ms inference, 10.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 44.4ms\n", + "Speed: 5.0ms preprocess, 44.4ms inference, 5.5ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 34.9ms\n", + "Speed: 9.0ms preprocess, 34.9ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 24.1ms\n", + "Speed: 5.0ms preprocess, 24.1ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 22.0ms\n", + "Speed: 8.0ms preprocess, 22.0ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 28.4ms\n", + "Speed: 5.9ms preprocess, 28.4ms inference, 3.8ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 22.2ms\n", + "Speed: 6.0ms preprocess, 22.2ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 23.0ms\n", + "Speed: 6.0ms preprocess, 23.0ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 21.0ms\n", + "Speed: 6.5ms preprocess, 21.0ms inference, 3.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 24.0ms\n", + "Speed: 5.0ms preprocess, 24.0ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 21.1ms\n", + "Speed: 7.0ms preprocess, 21.1ms inference, 7.5ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 23.3ms\n", + "Speed: 6.4ms preprocess, 23.3ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 34.0ms\n", + "Speed: 6.0ms preprocess, 34.0ms inference, 6.4ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 21.0ms\n", + "Speed: 7.0ms preprocess, 21.0ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 21.0ms\n", + "Speed: 5.0ms preprocess, 21.0ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 31.5ms\n", + "Speed: 29.2ms preprocess, 31.5ms inference, 4.5ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 37.6ms\n", + "Speed: 7.0ms preprocess, 37.6ms inference, 5.7ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 25.3ms\n", + "Speed: 5.0ms preprocess, 25.3ms inference, 9.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 21.5ms\n", + "Speed: 6.0ms preprocess, 21.5ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 27.5ms\n", + "Speed: 5.7ms preprocess, 27.5ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 25.2ms\n", + "Speed: 6.0ms preprocess, 25.2ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 33.7ms\n", + "Speed: 5.0ms preprocess, 33.7ms inference, 4.3ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 24.8ms\n", + "Speed: 6.0ms preprocess, 24.8ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 21.0ms\n", + "Speed: 5.0ms preprocess, 21.0ms inference, 6.5ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 90.9ms\n", + "Speed: 5.0ms preprocess, 90.9ms inference, 14.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 38.9ms\n", + "Speed: 4.6ms preprocess, 38.9ms inference, 12.8ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 26.5ms\n", + "Speed: 8.0ms preprocess, 26.5ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 27.5ms\n", + "Speed: 5.8ms preprocess, 27.5ms inference, 7.8ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 29.0ms\n", + "Speed: 6.0ms preprocess, 29.0ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 22.2ms\n", + "Speed: 7.0ms preprocess, 22.2ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 31.0ms\n", + "Speed: 5.0ms preprocess, 31.0ms inference, 6.4ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 19.0ms\n", + "Speed: 7.0ms preprocess, 19.0ms inference, 8.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 29.0ms\n", + "Speed: 7.0ms preprocess, 29.0ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 26.9ms\n", + "Speed: 6.0ms preprocess, 26.9ms inference, 5.3ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 32.1ms\n", + "Speed: 7.0ms preprocess, 32.1ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 30.0ms\n", + "Speed: 6.2ms preprocess, 30.0ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 18.4ms\n", + "Speed: 6.0ms preprocess, 18.4ms inference, 6.4ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 29.0ms\n", + "Speed: 9.8ms preprocess, 29.0ms inference, 7.1ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 33.0ms\n", + "Speed: 5.0ms preprocess, 33.0ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 19.9ms\n", + "Speed: 7.0ms preprocess, 19.9ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 26.5ms\n", + "Speed: 7.0ms preprocess, 26.5ms inference, 8.6ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 29.0ms\n", + "Speed: 6.0ms preprocess, 29.0ms inference, 9.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 31.4ms\n", + "Speed: 6.0ms preprocess, 31.4ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 20.3ms\n", + "Speed: 6.0ms preprocess, 20.3ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 63.9ms\n", + "Speed: 6.0ms preprocess, 63.9ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 41.7ms\n", + "Speed: 7.0ms preprocess, 41.7ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 24.0ms\n", + "Speed: 6.8ms preprocess, 24.0ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 19.0ms\n", + "Speed: 6.0ms preprocess, 19.0ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 33.9ms\n", + "Speed: 6.5ms preprocess, 33.9ms inference, 6.7ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 27.7ms\n", + "Speed: 6.0ms preprocess, 27.7ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 24.0ms\n", + "Speed: 6.0ms preprocess, 24.0ms inference, 6.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 24.8ms\n", + "Speed: 4.0ms preprocess, 24.8ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 24.6ms\n", + "Speed: 6.0ms preprocess, 24.6ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 40.1ms\n", + "Speed: 5.6ms preprocess, 40.1ms inference, 10.8ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 24.1ms\n", + "Speed: 6.3ms preprocess, 24.1ms inference, 6.3ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 24.7ms\n", + "Speed: 6.0ms preprocess, 24.7ms inference, 10.6ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 22.7ms\n", + "Speed: 5.0ms preprocess, 22.7ms inference, 4.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 1 Tom, 17.8ms\n", + "Speed: 6.0ms preprocess, 17.8ms inference, 5.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 20.0ms\n", + "Speed: 5.0ms preprocess, 20.0ms inference, 8.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "\n", + "0: 640x384 2 Toms, 24.8ms\n", + "Speed: 4.0ms preprocess, 24.8ms inference, 7.0ms postprocess per image at shape (1, 3, 640, 384)\n", + "Video processing completed and saved as 'output_video.mp4'\n" + ] + } + ], + "source": [ + "while True:\n", + " ret, frame = cap.read()\n", + " if not ret:\n", + " break # End of video\n", + "\n", + " # Perform inference on the frame\n", + " results = model(frame) # Perform detection on the current frame\n", + "\n", + " # Draw bounding boxes and labels on the frame\n", + " for result in results:\n", + " boxes = result.boxes\n", + " for box in boxes:\n", + " x1, y1, x2, y2 = map(int, box.xyxy[0]) # Extract bounding box coordinates\n", + " confidence = box.conf[0] # Confidence score\n", + "\n", + " # Draw the bounding box\n", + " class_id = int(box.cls[0])\n", + " cv2.rectangle(frame, (x1, y1), (x2, y2), (0, 255, 0), 2)\n", + " label = f\"{result.names[class_id]} ({confidence:.2f})\"\n", + " # Put the label text\n", + " cv2.putText(frame, label, (x1, y1-10), cv2.FONT_HERSHEY_SIMPLEX, 0.5, (0, 255, 0), 2)\n", + "\n", + " # Write the frame with bounding boxes to the output video\n", + " out.write(frame)\n", + "\n", + "# Release the video objects\n", + "cap.release()\n", + "out.release()\n", + "\n", + "print(\"Video processing completed and saved as 'output_video.mp4'\")" + ] + }, + { + "cell_type": "code", + "execution_count": 122, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{0: 'Tom', 1: 'Garfield'}\n" + ] + } + ], + "source": [ + "for result in results:\n", + " print(result.names)\n", + " break" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/output_video.mp4 b/output_video.mp4 new file mode 100644 index 0000000..19eae41 Binary files /dev/null and b/output_video.mp4 differ