Handle loitering objects (#14221)

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Nicolas Mowen 2024-10-08 08:41:54 -06:00 committed by GitHub
parent d558ac83b6
commit 0b71cfaf06
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2 changed files with 77 additions and 9 deletions

View File

@ -138,6 +138,7 @@ class TrackedObject:
self.last_published = 0 self.last_published = 0
self.frame = None self.frame = None
self.active = True self.active = True
self.pending_loitering = False
self.previous = self.to_dict() self.previous = self.to_dict()
def _is_false_positive(self): def _is_false_positive(self):
@ -194,6 +195,8 @@ class TrackedObject:
# check zones # check zones
current_zones = [] current_zones = []
bottom_center = (obj_data["centroid"][0], obj_data["box"][3]) bottom_center = (obj_data["centroid"][0], obj_data["box"][3])
in_loitering_zone = False
# check each zone # check each zone
for name, zone in self.camera_config.zones.items(): for name, zone in self.camera_config.zones.items():
# if the zone is not for this object type, skip # if the zone is not for this object type, skip
@ -207,6 +210,10 @@ class TrackedObject:
if name in self.current_zones or not zone_filtered(self, zone.filters): if name in self.current_zones or not zone_filtered(self, zone.filters):
# an object is only considered present in a zone if it has a zone inertia of 3+ # an object is only considered present in a zone if it has a zone inertia of 3+
if zone_score >= zone.inertia: if zone_score >= zone.inertia:
# if the zone has loitering time, update loitering status
if zone.loitering_time > 0:
in_loitering_zone = True
loitering_score = self.zone_loitering.get(name, 0) + 1 loitering_score = self.zone_loitering.get(name, 0) + 1
# loitering time is configured as seconds, convert to count of frames # loitering time is configured as seconds, convert to count of frames
@ -227,6 +234,9 @@ class TrackedObject:
if 0 < zone_score < zone.inertia: if 0 < zone_score < zone.inertia:
self.zone_presence[name] = zone_score - 1 self.zone_presence[name] = zone_score - 1
# update loitering status
self.pending_loitering = in_loitering_zone
# maintain attributes # maintain attributes
for attr in obj_data["attributes"]: for attr in obj_data["attributes"]:
if self.attributes[attr["label"]] < attr["score"]: if self.attributes[attr["label"]] < attr["score"]:
@ -305,6 +315,7 @@ class TrackedObject:
"has_snapshot": self.has_snapshot, "has_snapshot": self.has_snapshot,
"attributes": self.attributes, "attributes": self.attributes,
"current_attributes": self.obj_data["attributes"], "current_attributes": self.obj_data["attributes"],
"pending_loitering": self.pending_loitering,
} }
if include_thumbnail: if include_thumbnail:

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@ -167,7 +167,7 @@ class ReviewSegmentMaintainer(threading.Thread):
# clear ongoing review segments from last instance # clear ongoing review segments from last instance
self.requestor.send_data(CLEAR_ONGOING_REVIEW_SEGMENTS, "") self.requestor.send_data(CLEAR_ONGOING_REVIEW_SEGMENTS, "")
def new_segment( def _publish_segment_start(
self, self,
segment: PendingReviewSegment, segment: PendingReviewSegment,
) -> None: ) -> None:
@ -186,7 +186,7 @@ class ReviewSegmentMaintainer(threading.Thread):
), ),
) )
def update_segment( def _publish_segment_update(
self, self,
segment: PendingReviewSegment, segment: PendingReviewSegment,
camera_config: CameraConfig, camera_config: CameraConfig,
@ -211,7 +211,7 @@ class ReviewSegmentMaintainer(threading.Thread):
), ),
) )
def end_segment( def _publish_segment_end(
self, self,
segment: PendingReviewSegment, segment: PendingReviewSegment,
prev_data: dict[str, any], prev_data: dict[str, any],
@ -241,8 +241,10 @@ class ReviewSegmentMaintainer(threading.Thread):
camera_config = self.config.cameras[segment.camera] camera_config = self.config.cameras[segment.camera]
active_objects = get_active_objects(frame_time, camera_config, objects) active_objects = get_active_objects(frame_time, camera_config, objects)
prev_data = segment.get_data(False) prev_data = segment.get_data(False)
has_activity = False
if len(active_objects) > 0: if len(active_objects) > 0:
has_activity = True
should_update = False should_update = False
if frame_time > segment.last_update: if frame_time > segment.last_update:
@ -295,13 +297,45 @@ class ReviewSegmentMaintainer(threading.Thread):
logger.debug(f"Failed to get frame {frame_id} from SHM") logger.debug(f"Failed to get frame {frame_id} from SHM")
return return
self.update_segment( self._publish_segment_update(
segment, camera_config, yuv_frame, active_objects, prev_data segment, camera_config, yuv_frame, active_objects, prev_data
) )
self.frame_manager.close(frame_id) self.frame_manager.close(frame_id)
except FileNotFoundError: except FileNotFoundError:
return return
else:
# check if there are any objects pending loitering on this camera
loitering_objects = get_loitering_objects(frame_time, camera_config, objects)
if loitering_objects:
has_activity = True
if frame_time > segment.last_update:
segment.last_update = frame_time
for object in loitering_objects:
# if object is alert label
# and has entered loitering zone
# mark this review as alert
if (
segment.severity != SeverityEnum.alert
and object["label"] in camera_config.review.alerts.labels
and (
len(object["current_zones"]) > 0
and set(object["current_zones"])
& set(camera_config.review.alerts.required_zones)
)
):
segment.severity = SeverityEnum.alert
should_update = True
# keep zones up to date
if len(object["current_zones"]) > 0:
for zone in object["current_zones"]:
if zone not in segment.zones:
segment.zones.append(zone)
if not has_activity:
if not segment.has_frame: if not segment.has_frame:
try: try:
frame_id = f"{camera_config.name}{frame_time}" frame_id = f"{camera_config.name}{frame_time}"
@ -315,16 +349,18 @@ class ReviewSegmentMaintainer(threading.Thread):
segment.save_full_frame(camera_config, yuv_frame) segment.save_full_frame(camera_config, yuv_frame)
self.frame_manager.close(frame_id) self.frame_manager.close(frame_id)
self.update_segment(segment, camera_config, None, [], prev_data) self._publish_segment_update(
segment, camera_config, None, [], prev_data
)
except FileNotFoundError: except FileNotFoundError:
return return
if segment.severity == SeverityEnum.alert and frame_time > ( if segment.severity == SeverityEnum.alert and frame_time > (
segment.last_update + THRESHOLD_ALERT_ACTIVITY segment.last_update + THRESHOLD_ALERT_ACTIVITY
): ):
self.end_segment(segment, prev_data) self._publish_segment_end(segment, prev_data)
elif frame_time > (segment.last_update + THRESHOLD_DETECTION_ACTIVITY): elif frame_time > (segment.last_update + THRESHOLD_DETECTION_ACTIVITY):
self.end_segment(segment, prev_data) self._publish_segment_end(segment, prev_data)
def check_if_new_segment( def check_if_new_segment(
self, self,
@ -418,7 +454,7 @@ class ReviewSegmentMaintainer(threading.Thread):
camera_config, yuv_frame, active_objects camera_config, yuv_frame, active_objects
) )
self.frame_manager.close(frame_id) self.frame_manager.close(frame_id)
self.new_segment(self.active_review_segments[camera]) self._publish_segment_start(self.active_review_segments[camera])
except FileNotFoundError: except FileNotFoundError:
return return
@ -609,3 +645,24 @@ def get_active_objects(
) )
) # object must be in the alerts or detections label list ) # object must be in the alerts or detections label list
] ]
def get_loitering_objects(
frame_time: float, camera_config: CameraConfig, all_objects: list[TrackedObject]
) -> list[TrackedObject]:
"""get loitering objects for detection."""
return [
o
for o in all_objects
if o["pending_loitering"] # object must be pending loitering
and o["position_changes"] > 0 # object must have moved at least once
and o["frame_time"] == frame_time # object must be detected in this frame
and not o["false_positive"] # object must not be a false positive
and (
o["label"] in camera_config.review.alerts.labels
or (
camera_config.review.detections.labels is None
or o["label"] in camera_config.review.detections.labels
)
) # object must be in the alerts or detections label list
]