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Hardware requirements for neural analytics operation

Camera requirements for the operation of the The Equipment detection tool (PPE) operation imposes the following requirements:

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are given in the table:

Camera
  • Resolution must be at least 640x360

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  • .

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  • We also don't recommend using a resolution higher than 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 3 for solving typical tasks

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  • Detection-based analytics works with color images only
Note
titleAttention!
  • Correct operation of the detection tool isn't guaranteed when using a fisheye lens.
  • The camera tilt angle from top to bottom on a person wearing equipment must not exceed 30°. Otherwise, the detection tool won't operate correctly.
    The following diagrams show the examples of:
    • The acceptable tilt angle:
      Image Added
    • The unacceptable tilt angle:
      Image Added
 
Lighting

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  • Lighting in the scene is at least 200 lux

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  • . The detection tool is applicable in conditions of artificial light. In conditions of insufficient or excessive lighting (night or light-striking), stable operation of the

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  • 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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  • There are no products made of rods in the detection area

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  • Moving objects are minimally obscured by static objects in the scene (columns,

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  • industrial products, and so on)
  • The analyzed scene

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  • doesn't have reflective surfaces

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  • . 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 detection tool is not guaranteed when using a fish-eye lens.
  • The camera tilt angle from top to bottom on a person wearing equipment should not exceed 30°. Otherwise the detection tool will not operate correctly.
    The following diagrams show the examples of:
    • The acceptable tilt angle:
      Image Removed
    • The unacceptable tilt angle:
      Image Removed
Object images
  • The detected object (equipment or PPE) must be clearly distinguishable by the human eye
  • The image isn't noisy and not distorted by the artifacts of compression algorithm
  • The width or height of the equipment doesn't exceed 75% of the frame size
  • The duration of the object's visibility is at least 38 frames. The minimum number of frames depends on the task
  • There are no visible physical barriers between the camera lens and the analyzed object
  • The minimum sizes of equipment on body parts in pixels are observed. Example of equipment dimensions for a resolution of 1920x1080:

    • Upper body (torso) 75*100

    • Legs 75*105

    • Head 60*65

    • Hands 65*60

    • Feet 45*40

    • Set of equipment 165*295

  • The minimum value of pixel density per meter is observed:
    Image resolutionObject typeMinimum pixel density per meter (ratio of the object width in pixels to the object width in meters)Minimum object size in pixels, width x height
    1920x1080Human170~102x309
    1280x720Human128~77x233
    640x360Human80~48x145

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Hardware requirements for neural analytics operation

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