Proximity Detector
Detect and create groups of objects when they are close to or far from each other.
Overview
The Proximity Detector node detects and creates groups of objects when they are close to or far from each other. This node makes it easy to build common use cases such as Object left behind, Crowd forming, Service times for drive throughs, etc.
This node requires a AI Model Node and a Track Objects Node before it in order to function properly.
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 | Comma separated list of labels for each ROI in the rois list. Format: label1, label2 Ex: door, window | hidden | null | false |
rois | Semicolon separated list of areas in the video within which the Proximity Detector tracks these objects. If none is specified, the Proximity Detector tracks objects within the | |||
entire frame. Format: left1,top1,right1,bottom1; left2,top2,right2,bottom2 Ex: 10,10,100,100; 200,200,300,300 | polygon | null | false | |
proximity_groups | Comma separated list of group types to detect. Format: A+B (Objects of Type A which have Type B nearby), A-B (Objects of Type A without any Type B nearby) Ex. `car |
+person,person+person,bag-person,car.red+personAccepted formats:
object_label: any object of this type, with or without a classifier attribute. Example:
car,
object_label.class_type: any object of this type that has a specific classifier attribute. Example:
car.red,
object_label.: any object of this type that has at least one classifier attribute. Example:
car. (this will match
car.red,
car.yellow, etc) | model-label | null | true | |
proximity_mode| Proximity mode. Options:
distanceObject distance (A+B: A with B in distance limit, A-B: A without B in distance limit),
enclosedObject within (A+B: A inside B, A-B: A outside B),
containsObject contains (A+B: A contains B, A-B: A does not contain B) | enum | "distance" | false | |
distance_threshold| Pixel distance between two objects to be considered as within a '+' group or outside a '-' group. Range: 0-1. Specified as percentage of video source width. Min: 0, Max: 1.0, Step: 0.05. Conditional on proximity_mode being set to
distance. | slider | 0.1 | true | |
merge_mode| Group merge mode. Options:
no_merge,
same_type,
any_type| enum | same_type | false | |
min_group_size| Ignore groups smaller than this size. | number | 1 | true | |
min_group_lifespan| Ignore groups that exist for less than this amount of time in seconds. | float | 1.0 | true | |
output_mode| Group output mode. Options:
object(Output each group as an individual object with a unique ID),
attribute(Adds the 2nd (& subsequent) objects (B) as attributes to the primary object (A)) | enum | "object" | false | |
group_lifespan_trigger_threshold| Set a trigger when the group lifespan exceeds this time in seconds. | float | 5 | true | |
group_size_trigger_threshold| Set a trigger when the group size exceeds this number. | number | 1 | true | |
display_groups_mode| Display groups on video. Options:
none,
above_threshold,
all| enum | "above_threshold" | false | |
display_properties| Display group properties. Options:
basic,
intermediate,
detailed| enum | "intermediate" | false | |
display_roi| Display ROI on video? | bool | true | false | |
tracking_mode| Tracking mode. Options:
centroid,
top_center,
bottom_center,
left_center,
right_center| enum | "centroid" | false | |
object_contain_mode| Object containment mode. Options:
bbox(Bounding box inside other object's bounding box),
tracking_point(Selected tracking point inside other object's bounding box) | enum | "tracking_point" | false | |
negative_attribute_prefix` | Prefix for negative attributes. Conditional on output_mode being set to "attribute". | string | "-" | false |
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 Proximity Detector Nodes is of the form annotate_proximityX (ex. annotate_proximity1 ) |
objects[x] | Group is inserted as a new object with a unique ID, or object attributes are added to the existing object depending on the value of output_mode property. |
Example
"nodes": {
"annotate_proximity1": {
"type": "annotate_proximity",
"rois": {
"<roi_label>": {
"coords": [[<point1_x>, <point1_y>],
[<point2_x>, <point2_y>],
[<point3_x>, <point3_y>]],
"groups_entered_delta": <int>,
"groups_above_lifespan_threshold_count": <int>,
"groups_above_lifespan_threshold_delta": <int>,
"groups_above_size_threshold_count": <int>,
"groups_above_size_threshold_delta": <int>,
"current_group_count": <int>,
"groups": [
{
"id": <group unique ID>,
"label": "<group type>",
"objects": [<object_id1>, <object_id2>, ....],
"lifespan": <seconds>
}
]
}
}
}
}
Format
Key | Type | Description |
---|---|---|
<roi_label> | Array of dictionaries | Contains information about this specific ROI |
<roi_label>.coords | Array of Arrays | Contains the bounding box coordinates that represent this ROI |
<roi_label>.current_group_count | Integer | Number of groups currently in this ROI |
<roi_label>.groups_entered_delta | Integer | Number of groups that entered the ROI between last frame and this frame |
<roi_label>.groups_above_lifespan_threshold_count | Integer | Number of groups inside the ROI above the specified time threshold |
<roi_label>.groups_above_lifespan_threshold_delta | Integer | Number of new groups that exceeded the time threshold between the last frame and this frame |
<roi_label>.groups_above_size_threshold_count | Integer | Number of groups inside the ROI above the specified size threshold |
<roi_label>.groups_above_size_threshold_delta | Integer | Number of new groups that exceeded the size threshold between the last frame and this frame |
<roi_label>.groups | Array of dictionaries | Information about the groups currently in the ROI. id : Unique identifier for a specific group. label : Group Type (ex. car+person ). objects : List of object IDs that make up this group, as obtained from Track Objects Node. lifespan : Time this group has been seen. |
Updated about 1 month ago