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Image requirements for the Neural tracker and its sub-detectors

Hardware requirements for neural analytics operation

Requirements for the operation of the Neural tracker and its sub-detectors are given in the table:

Camera
  • The optimal resolution for solving typical tasks is 1280x720. We don't recommend using

The Neurotracker operation imposes the following requirements:

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  • a resolution higher than 1920×1080, since a higher resolution

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  • doesn't increase the detection quality

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  • but significantly increases the consumption of resources. The

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  • minimum resolutions for each neural network are listed in the table:
    Name of the neural networkNeural network (Detector Pack 3.16)Neural network (Detector Pack 3.15)Minimum resolution
    VehicleGeneralNMCar_v1.0_onnxGeneralNMCar_v1.0CPU_IR10_FP16300x300
    GeneralNMCar_v1.0GPU_onnx
    PersonGeneralNMHuman_v1.0_onnxGeneralNMHuman_v1.0_IR10_FP16
    GeneralNMHuman_v1.0GPU_onnx
    Person (top-down view)GeneralNMHumanTopView_Nano_v1.0_onnxGeneralNMHumanTopView_v0.8CPU_IR10_FP16
    GeneralNMHumanTopView_v0.8GPU_onnx
    Person (top-down view Nano)
    GeneralNMHumanTopView_Nano_v1.0_onnxGeneralNMHumanTopView_Nano_v1.0_CPU_IR10_FP16576x320
    GeneralNMHumanTopView_Nano_v1.0_GPU_onnx
    Person (top-down view Medium)GeneralNMHumanTopView_Medium_v1.0_onnxGeneralNMHumanTopView_Medium_v1.0_CPU_IR10_FP16
    GeneralNMHumanTopView_Medium_v1.0_GPU_onnx
    Person (top-down view Large)
    GeneralNMHumanTopView_Large_v1.0_onnxGeneralNMHumanTopView_Large_v1.0_CPU_IR10_FP16
    GeneralNMHumanTopView_Large_v1.0_GPU_onnx
    Person and vehicle (Nano)GeneralNMHumanAndVehicle_Nano_v1.0_onnxGeneralNMHumanAndVehicle_Nano_v1.0_CPU_IR10_FP161152x640
    GeneralNMHumanAndVehicle_Nano_v1.0_GPU_onnx
    Person and vehicle (Medium)GeneralNMHumanAndVehicle_Medium_v1.0_onnxGeneralNMHumanAndVehicle_Medium_v1.0_CPU_IR10_FP16
    GeneralNMHumanAndVehicle_Medium_v1.0_GPU_onnx
    Person and vehicle (Large)GeneralNMHumanAndVehicle_Large_v1.0_onnxGeneralNMHumanAndVehicle_Large_v1.0_CPU_IR10_FP16
    GeneralNMHumanAndVehicle_Large_v1.0_GPU_onnx

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

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  • Neural tracker-based analytics works with both colorless (gray) and color images. When you use a neural filter, we recommend using color cameras.

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  • When you use black-and-white cameras, the recognition quality can be noticeably worse
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 Neural tracker isn't guaranteed if you use a fisheye camera.
Lighting
  • Lighting in the scene is at least 50 lux

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  • . 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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  • Moving objects are minimally obscured by 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 Neurotracker is not guaranteed when using a fisheye lens.

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Hardware requirements for neural analytics operation

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