Presence Monitor
Extracts occupancy information for objects present in a specified region of interest.
Overview
The Presence Monitor node tracks how long each detected, tracked object has been present in the specified region in the video, can highlight objects and generate max time/occupancy level alarms, and adds the presence metadata to the frame metadata. It is designed for monitoring use cases.
This node generates presence metrics: current occupancy, objects above max time threshold, occupancy above/below max thresholds.
This node requires a AI Model Node and a Track Objects Node before it in order to function properly.
This node is a simplified version of the Occupancy Monitor. Use the Occupancy monitor if you need to collect statistics such as wait times, people flow, etc. for dashboards, reporting and business intelligence.
Inputs & Outputs
- Inputs : 1, Media Format : Raw Video
- Outputs : 1, Media Format: Raw Video
- Output Metadata : Presence Information
Properties
Property | Description | Type | Default | Required |
---|---|---|---|---|
roi_labels | Regions of interest labels. Conditional on rois . | hidden | - | Yes |
rois | Regions of interest. Conditional on roi_labels . Format: x1,y1,x2,y2,x3,y3; X1,Y1,X2,Y2,X3,Y3,X4,Y4 . | polygon | null | Yes |
objects_to_track | Comma separated list of Detected Object labels to track, as specified in Model Labels. Example: car, person . Accepted formats: object_label , object_label.class_type , object_label.* . | model-label | null | No |
min_presence_time | Min. time an object should be present in the ROI in order to be considered present. Example: 10.0 . | float | 1.0 | Yes |
max_presence_time | Create an alarm and shows an orange bounding box around object if present more than specified seconds in the ROI. Example: 20.0 . | float | null | No |
max_occupancy_threshold | Set a trigger when number of objects in the ROI exceeds or drops below this threshold. Example: 10 . | number | null | No |
crossing_buffer | Interval during which an object will not be repeatedly counted if it leaves and reenters the ROI. Example: 1.0 . | float | 1.0 | Yes |
object_types_to_flag | Flag specific objects so you can trigger downstream events using those. Options: current , entry , above_max_time , exit . | enum-multi | null | No |
display_roi | Display ROI? | bool | true | No |
display_roi_meta | Display ROI Statistics? Options: none (Do not display), basic (Display Occupancy counts only), detailed (Display detailed statistics). | enum | detailed | No |
display_objects | Display objects? Options: none (Do not display), basic (Tracking point only), detailed (Tracking point and time). | enum | detailed | No |
tracking_mode | Tracking mode. Options: centroid , top-center , bottom-center , left-center , right-center . | enum | centroid | No |
Metadata
Metadata Property | Description |
---|---|
nodes.<node_id> | Describes the ROIs monitored by this node, and their properties. Format : as defined in the table below. <node_id> for Presence monitor is of the form annotate_presenceX (ex. annotate_presence1 ) |
Example
"nodes": {
"annotate_presence1": {
"type": "annotate_presence",
"rois": {
"<roi_label>": {
"coords": [
[468, 172],
[597, 307],
[912, 206],
[1227, 277],
[1247, 135],
[1054, 91],
[946, 121],
[797, 87],
[645, 104],
[468, 172]
],
"current_occupancy": 1,
"objects_entered_delta": 0,
"objects_exited_delta": 1,
"objects_above_max_waiting_time_count": 1,
"objects_above_max_waiting_time_delta": 0,
"objects_above_max_occupancy_count": 0,
"objects_below_max_occupancy_count": 0,
"occupancy_above_max_threshold_delta": false,
"occupancy_below_max_threshold_delta": false,
"objects_flagged": ["12837198712897","1231293712897612"]
}
}
}
}
Format
Key | Type | Description |
---|---|---|
<roi_label> | Array of dictionaries | Contains information about this specific ROI |
<roi_label>.coords | Dictionary | Contains the bounding box coordinates that represent this ROI |
<roi_label>.current_occupancy | Integer | Current number objects in ROI |
<roi_label>.objects_entered_delta | Integer | Number of objects that entered the ROI between last frame and this frame |
<roi_label>.objects_exited_delta | Integer | Number of objects that left the ROI between last frame and this frame |
<roi_label>.objects_above_max_waiting_time_count | Integer | Number of objects currently inside the ROI above the specified temporal threshold |
<roi_label>.objects_above_max_waiting_time_delta | Integer | Number of new objects that exceeded the threshold between the last frame and this frame |
<roi_label>.objects_above_max_occupancy_count | Integer | Number of objects above the max occupancy threshold |
<roi_label>.objects_below_max_occupancy_count | Integer | Number of objects needed to hit the max occupancy threshold |
<roi_label>.occupancy_above_max_threshold_delta | Bool | True when the total number of objects changes to above the max occupancy threshold |
<roi_label>.occupancy_below_max_threshold_delta | Bool | True when the total number of objects changes to below the max occupancy threshold |
<roi_label>.objects_flagged | Array of strings | List of flagged object ids |
Updated about 2 months ago