Requirements for the operation of Neurotracker and its sub-tools are given in the table:
The Neurotracker operation imposes the following requirements:
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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 8 for solving typical tasks
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- Neurotracker-based analytics works with both colorless (gray) and color images. When you use a neurofilter, we recommend using color cameras.
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- When you use black-and-white cameras, the recognition quality can be noticeably worse
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| Correct operation of Neurotracker isn't guaranteed when using a fisheye camera. |
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| 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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- No abrupt changes in lighting
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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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- Moving objects are minimally obscured by static objects in the scene (columns, trees,
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- doesn't have reflective surfaces and sharp shadows from moving objects. If present, they
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- doesn't result in image offsets greater than 1% of the frame size
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Correct operation of the Neurotracker is not guaranteed when using a fisheye lens. |
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| Object images | - The detected object must be clearly distinguishable by the human eye
- Width and height of objects in the image must not exceed 75% of the frame size
- When you use a neurofilter, the minimum width or height of an object must be at least 5% of the width/height of the frame
- The image isn't noisy and not distorted by the artifacts of compression algorithm
- The duration of the object visibility is at least six frames
- Between two frames, an object must move in the direction of a distance not exceeding its size. This condition is necessary for the correct calculation of object track
- The minimum value of pixel density per meter is observed:
| Image resolution | Object type | Minimum 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 | Ratio of the object width to the frame width as a percentage |
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| 1920x1080 | Human | 55 | ~25x105 | ~3% | | 1280x720 | Human | 35 | ~17x70 | ~3% | | 640x360 | Human | 17 | ~10x42 | ~3% | | 1920x1080 | Light vehicle (2 axles) | 55 | ~354x300 | ~20% | | 1280x720 | Light vehicle (2 axles) | 35 | ~240x205 | ~20% | | 640x360 | Light vehicle (2 axles) | 17 | ~132x112 | ~20% |
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Hardware requirements for neural analytics operation
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