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How to install an Ajax camera for better AI recognition

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How to install an Ajax camera for better AI recognition

Ajax cameras offer AI-powered object detection for efficient event recording, reduced storage usage, and easy video archive navigation. This helps the surveillance system record only important events, like someone entering a room or a car passing through a parking lot.

Cameras can be configured selectively, and all processing is done in the camera itself, minimizing infrastructure load. Efficiently searching for people, cars, or pets significantly accelerates incident processing at central monitoring stations.

Ajax cameras must be correctly installed and configured for effective operation and AI recognition. Read the article to learn how to improve AI recognition and prevent false alarms.

Installation requirements

When choosing the installation site, consider the direction of the lens, the viewing angles of the camera, and the presence of obstacles impairing the view. Ensure that furniture, columns, plants, and decorative or glass elements do not obstruct the camera’s view.

The diagram below shows the parameters to consider when installing the camera.

Installation requirements
  1. Installation height.
  2. Camera tilt.
  3. Detection area.
  4. Minimum detection distance.
  5. Maximum detection distance.

Installation height

Cameras should be mounted at a distance of 3–4.5 m from the horizon. Do not install the camera on moving (e.g., construction cranes) or vibrating objects. The camera’s field of view must be fixed at all times.

Correct installation

The camera is too high

The camera is too low

Correct installation
The camera is too high
The camera is too low

Install the camera so that the minimum detection distance exceeds half the camera installation height.

Camera tilt

The camera should be tilted downward enough so that the center of the image is below the horizon. The intended path of the intruder must be perpendicular to the axis of the camera’s lens.

Correct installation

Incorrect installation

Correct installation
Incorrect installation
Correct installation
Incorrect installation

Cameras should not be tilted more than 45° from the horizontal plane. The optimal tilt is approximately 30°. Some objects may not be recognized if you install the camera in a confined place or with a 90-degree tilt.

Correct installation (30°)

Correct installation (45°)

Incorrect installation (90°)

Correct installation (30°)
Correct installation (45°)
Incorrect installation (90°)

Object requirements

The object’s size should be less than 2/3 and more than 1/10 of the camera’s field of view.

Correct installation (the object’s size is normal)

Incorrect installation (the object is too small)

Correct installation (the object’s size is normal)
Incorrect installation (the object is too small)
Correct installation (the object’s size is normal)
Incorrect installation (the object is too small)
Correct installation (the object’s size is normal)
Incorrect installation (the object is too small)

Select the maximum recommended detection range according to the table.

Object type

Time of the day

Recommended detection range (by default)

Maximum detection range (max sensitivity)

From, m

To, m

From, m

To, m

People

Day

2

25

1

28

Night

2

21

1

23

Vehicle

Day

4

35

3

44

Night

4

26

3

32

The object should be in the camera’s field of view for at least 2 seconds to be detected. So, install the camera where the object cannot suddenly appear.

Correct installation

Incorrect installation

Correct installation
Incorrect installation

The object should not be partially obscured or overlapped for the best detection results. This means that the whole object should be visible in the field of view. Object’s characteristic features, such as vehicle wheels or heads and shoulders of people, should not be obstructed by foliage, fences, or other obstacles. Otherwise, detection accuracy will be affected.

Overlapping objects in a crowded scene can decrease recognition accuracy. Thus, some objects will likely not be detected if overlapping.

Lighting impacts

Avoid light sources, as the camera can be temporarily blinded if bright light shines directly at it. The most common direct light sources are the sun, headlights, and outdoor/indoor illumination. Position the camera so that those sources do not shine directly into the camera’s lens.

Do not install the camera in a place where light conditions change abruptly throughout the day (e.g., in front of a window that has direct sunlight for part of the day). Also, avoid mirrors and other reflective surfaces, such as wet roads, which can cause false alarms.

Indirect light sources, such as built-in IR light, can also affect detection. Do not place the camera too close to the wall. Otherwise, its IR lights will blind it during the night mode.

The IR illuminator must not shine on directly adjacent elements, such as walls or other objects in the near field of the camera. This leads to the overexposure of close-up shots and insufficient target illumination.

Correct installation

Incorrect installation

Correct installation
Incorrect installation

Use wide dynamic range (WDR) technology if you position the camera in a place where lighting conditions change.

WDR enabled

WDR disabled

WDR enabled
WDR disabled

To enable the WDR option, in Ajax apps:

  1. Go to the Devices HubFilled-M tab.
  2. Select the camera from the list. If it is connected to the network video recorder, select the NVR and tap Cameras.
  3. Go to Settings by tapping on the gear icon Settings-M twice.
  4. Go to the Image menu.
  5. Enable the Wide dynamic range (WDR) option.
  6. Adjust Lighting stabilization.
  7. Tap on Back to save the new settings.

How to reduce false alarms

False alarms can be caused by:

  1. Objects obstructing the scene.
  2. Cameraʼs positioned near reflective surfaces.
  3. Stationary objects triggering alarms (e.g., parked cars).
  4. Incorrect sensitivity settings.

Causes 1–3 can be resolved by adjusting the activity zone, and cause 4 can be eliminated by adjusting object detection sensitivity.

Other factors may also cause false alarms:

  • Weather conditions, such as heavy rain, fog, or snow. They may significantly reduce the recognition distance.
  • Presence of bugs and spiders, which are attracted to IR lights. Remove any cobwebs.

Adjusting the activity zone

By configuring the activity zone, you focus the camera on specific areas within its field of view so that the camera detects motion only in those zones. To do this, in Ajax apps:

  1. Go to the Devices HubFilled-M tab.
  2. Select the camera from the list. If it is connected to the network video recorder, select the NVR and tap Cameras.
  3. Go to Settings by tapping the gear icon Settings-M twice.
  4. Select the Detection menu.
  5. Go to the Motion detection settings menu.
  6. Go to the Adjust activity zone menu. Select the required area.
  7. Tap the Check-M icon. Return to the camera settings.

Adjusting object detection sensitivity

Object detection sensitivity determines how "confidently" the camera must identify an object before reporting detection. The sensitivity level can be set from 1 to 10:

  • 1 — the lowest sensitivity level. The camera reports detection only when the object is clearly visible, well-lit, and fully recognizable.
  • 3 — the default sensitivity level. Recommended for most installation conditions.
  • 10 — the highest sensitivity level. The camera reports detection even when it identifies objects that only partially resemble the selected object type.

Increasing the sensitivity level improves object detection in situations where objects are more difficult to recognize, such as in low lighting or fog, or when they appear in unusual positions or are partially obstructed. However, higher sensitivity may also increase the number of false detections.

Decreasing the sensitivity level reduces the number of false alarms but may increase the risk of missing objects in difficult scenarios, such as when an object is partially obstructed or moving in an unusual position.

To configure object detection sensitivity, in an Ajax app:

  1. Go to the Devices HubFilled-M tab.
  2. Select the camera from the list. If it is connected to the network video recorder, select the NVR and tap Cameras.
  3. Go to Settings by tapping the gear icon Settings-M twice.
  4. Select the Detection menu.
  5. Go to the Object detection settings menu.
  6. Adjust the sensitivity level for the required object type.
  7. Tap on Back to save the new settings.

Recommendations

  • Start with the default sensitivity level of 3 and evaluate detection performance both during the day and at night.
  • Adjust the sensitivity gradually in increments of 1–2 levels.
  • Increase the sensitivity if the camera is installed high above the monitored area or views objects from a steep angle.
  • Increase the sensitivity if fences, columns, vegetation, or similar obstacles may partially obstruct objects.