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Handle loitering objects (#14221)
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@ -138,6 +138,7 @@ class TrackedObject:
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self.last_published = 0
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self.frame = None
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self.active = True
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self.pending_loitering = False
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self.previous = self.to_dict()
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def _is_false_positive(self):
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@ -194,6 +195,8 @@ class TrackedObject:
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# check zones
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current_zones = []
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bottom_center = (obj_data["centroid"][0], obj_data["box"][3])
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in_loitering_zone = False
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# check each zone
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for name, zone in self.camera_config.zones.items():
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# if the zone is not for this object type, skip
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@ -207,6 +210,10 @@ class TrackedObject:
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if name in self.current_zones or not zone_filtered(self, zone.filters):
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# an object is only considered present in a zone if it has a zone inertia of 3+
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if zone_score >= zone.inertia:
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# if the zone has loitering time, update loitering status
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if zone.loitering_time > 0:
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in_loitering_zone = True
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loitering_score = self.zone_loitering.get(name, 0) + 1
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# loitering time is configured as seconds, convert to count of frames
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@ -227,6 +234,9 @@ class TrackedObject:
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if 0 < zone_score < zone.inertia:
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self.zone_presence[name] = zone_score - 1
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# update loitering status
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self.pending_loitering = in_loitering_zone
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# maintain attributes
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for attr in obj_data["attributes"]:
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if self.attributes[attr["label"]] < attr["score"]:
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@ -305,6 +315,7 @@ class TrackedObject:
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"has_snapshot": self.has_snapshot,
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"attributes": self.attributes,
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"current_attributes": self.obj_data["attributes"],
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"pending_loitering": self.pending_loitering,
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}
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if include_thumbnail:
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@ -167,7 +167,7 @@ class ReviewSegmentMaintainer(threading.Thread):
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# clear ongoing review segments from last instance
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self.requestor.send_data(CLEAR_ONGOING_REVIEW_SEGMENTS, "")
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def new_segment(
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def _publish_segment_start(
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self,
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segment: PendingReviewSegment,
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) -> None:
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@ -186,7 +186,7 @@ class ReviewSegmentMaintainer(threading.Thread):
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),
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)
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def update_segment(
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def _publish_segment_update(
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self,
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segment: PendingReviewSegment,
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camera_config: CameraConfig,
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@ -211,7 +211,7 @@ class ReviewSegmentMaintainer(threading.Thread):
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),
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)
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def end_segment(
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def _publish_segment_end(
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self,
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segment: PendingReviewSegment,
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prev_data: dict[str, any],
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@ -241,8 +241,10 @@ class ReviewSegmentMaintainer(threading.Thread):
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camera_config = self.config.cameras[segment.camera]
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active_objects = get_active_objects(frame_time, camera_config, objects)
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prev_data = segment.get_data(False)
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has_activity = False
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if len(active_objects) > 0:
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has_activity = True
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should_update = False
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if frame_time > segment.last_update:
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@ -295,13 +297,45 @@ class ReviewSegmentMaintainer(threading.Thread):
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logger.debug(f"Failed to get frame {frame_id} from SHM")
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return
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self.update_segment(
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self._publish_segment_update(
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segment, camera_config, yuv_frame, active_objects, prev_data
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)
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self.frame_manager.close(frame_id)
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except FileNotFoundError:
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return
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else:
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# check if there are any objects pending loitering on this camera
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loitering_objects = get_loitering_objects(frame_time, camera_config, objects)
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if loitering_objects:
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has_activity = True
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if frame_time > segment.last_update:
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segment.last_update = frame_time
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for object in loitering_objects:
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# if object is alert label
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# and has entered loitering zone
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# mark this review as alert
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if (
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segment.severity != SeverityEnum.alert
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and object["label"] in camera_config.review.alerts.labels
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and (
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len(object["current_zones"]) > 0
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and set(object["current_zones"])
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& set(camera_config.review.alerts.required_zones)
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)
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):
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segment.severity = SeverityEnum.alert
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should_update = True
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# keep zones up to date
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if len(object["current_zones"]) > 0:
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for zone in object["current_zones"]:
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if zone not in segment.zones:
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segment.zones.append(zone)
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if not has_activity:
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if not segment.has_frame:
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try:
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frame_id = f"{camera_config.name}{frame_time}"
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@ -315,16 +349,18 @@ class ReviewSegmentMaintainer(threading.Thread):
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segment.save_full_frame(camera_config, yuv_frame)
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self.frame_manager.close(frame_id)
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self.update_segment(segment, camera_config, None, [], prev_data)
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self._publish_segment_update(
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segment, camera_config, None, [], prev_data
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)
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except FileNotFoundError:
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return
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if segment.severity == SeverityEnum.alert and frame_time > (
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segment.last_update + THRESHOLD_ALERT_ACTIVITY
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):
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self.end_segment(segment, prev_data)
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self._publish_segment_end(segment, prev_data)
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elif frame_time > (segment.last_update + THRESHOLD_DETECTION_ACTIVITY):
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self.end_segment(segment, prev_data)
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self._publish_segment_end(segment, prev_data)
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def check_if_new_segment(
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self,
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@ -418,7 +454,7 @@ class ReviewSegmentMaintainer(threading.Thread):
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camera_config, yuv_frame, active_objects
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)
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self.frame_manager.close(frame_id)
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self.new_segment(self.active_review_segments[camera])
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self._publish_segment_start(self.active_review_segments[camera])
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except FileNotFoundError:
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return
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@ -609,3 +645,24 @@ def get_active_objects(
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)
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) # object must be in the alerts or detections label list
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]
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def get_loitering_objects(
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frame_time: float, camera_config: CameraConfig, all_objects: list[TrackedObject]
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) -> list[TrackedObject]:
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"""get loitering objects for detection."""
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return [
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o
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for o in all_objects
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if o["pending_loitering"] # object must be pending loitering
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and o["position_changes"] > 0 # object must have moved at least once
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and o["frame_time"] == frame_time # object must be detected in this frame
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and not o["false_positive"] # object must not be a false positive
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and (
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o["label"] in camera_config.review.alerts.labels
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or (
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camera_config.review.detections.labels is None
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or o["label"] in camera_config.review.detections.labels
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)
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) # object must be in the alerts or detections label list
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]
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