Video stream and scene requirements for pose detection tool |
To configure common parameters for pose detection tools, do as follows:
Set the frame rate value for the detection tool to process (4). This value should be in the range [0.016, 100].
With static individuals in scene, set the fps to no less than 2. With moving individuals in scene, fps = 4 and above is recommended. The less the fps value, the higher accuracy of pose detection for the cost of CPU load. For fps = 1, the accuracy will be no less than 70%. This parameter varies depending on the object speed of movement. To solve typical tasks, fps value from 3 to 20 is sufficient. Examples:
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Select the processor for the neural network − CPU, one of GPUs, or Intel NCS (5, see Hardware requirements for neural analytics operation).
If you specify other processing resource than the CPU, the selected device will carry the most of computing load. However, the detection tool will consume CPU as well. |
It may take several minutes to launch the algorithm on an NVIDIA GPU after you apply the settings. You can use caching to speed up future launches (see Configuring the acceleration of GPU-based neuroanalytics). |
Man-down or sitting-pose detection accuracy may depend on the particular processor. If another selected processor gives less accurate results, set the detection parameters empirically, and configure scene perspective. |
By default, the entire FoV is an area for detection. If necessary, you can specify the areas for detection and skip areas in the preview window. To set an area for detection, right click anywhere on the image, and select a desired area.
The areas are set the same way as for the Scene Analytics (see Configuring the Detection Zone). |
This is how it works:
If you specify areas for detection only, no detection will be performed in the rest of FoV.
If you specify skip areas only, the detection will be performed in the rest of FoV.
Set the minimum number of frames with a human in a pose of interest for triggering the tool.
The default values (2 frames and 1000 milliseconds) indicate that the tool will analyze one frame every second. When a pose is detected in 2 consequent frames, the tool will trigger. |
This parameter is not used for masking settings. |