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Image requirements for the Human pose detector and its sub-detectors

Hardware requirements for neural analytics operation

Requirements for the operation of the Human pose detector and its sub-detectors are given in the table:

Camera
  • Resolution must be

The Pose detection tools operation has the following requirements:

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  • at least 640x360 pixels.

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  • We also don't recommend using a resolution higher than

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  • 1920×1080, since higher resolution

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  • doesn't increase the detection quality, but significantly increases the consumption of resources. The optimal resolution for solving typical tasks is 1280x720

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  • The frame rate per second in the video stream from the camera is at least 8

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  • Color image only

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Note
titleAttention!
  • Correct operation of the detector isn't guaranteed if you use frames that were masked before they got into Axxon One by an IP camera or similar methods.
  • Correct operation of the Human pose detector sub-detectors isn't guaranteed if you use fisheye cameras and other cameras with strong image distortion.
  • The camera tilt angle from top to bottom on a person must not exceed 30°. Otherwise, the detector won't operate correctly.
    The following diagrams show the examples of:
    • The acceptable tilt angle:
      Image Added
    • The unacceptable tilt angle:
      Image Added


Lighting
  • Lighting in the scene

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  • is at least 50 lux per square meter. In conditions of insufficient or excessive lighting (night or light-striking), stable operation of the analytics

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  • isn't guaranteed

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  • No abrupt changes in lighting

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Scene and camera angle

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  • Moving objects are visually separable from each other

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  • The background is mostly static and

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  • doesn't change abruptly

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  • Moving objects are minimally obscured by

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  • static objects in the scene (columns, trees,

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  • and so on)

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  • The analyzed scene

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  • doesn't have reflective surfaces and sharp shadows from moving objects. If present, they

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  • must be masked

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  • Camera shake

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  • doesn't result in image offsets greater than 1% of the frame size

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Note
titleAttention!

Correct operation of the Pose detection tools is not guaranteed when using fish-eye cameras and other cameras with strong image distortion.

  • For the correct operation of the Sitting person detector and Person down detector sub-detectors, the area of interest must be covered from at least two perpendicular angles (a and b are the directional beams from the cameras and the point of their intersection is the area of interest):
    Image Added
    The algorithms have a limitation and can work incorrectly if:
    • a person falls down or sits down with their head or face towards the camera,
    • a person falls down with their feet towards the camera (for the Person down detector sub-detector)

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Hardware requirements for neural analytics operation

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