Commit Graph

17 Commits

Author SHA1 Message Date
Nicolas Mowen
3f1bd891e4
Use a rolling average of iou to determine if an object is no longer stationary (#9381)
* Use a rolling average of iou to determine if an object is no longer stationary

* Use different box variation to designate when an object is stationary on debug

* In progress

* Use average of boxes instead of average of iou

* Update frigate/track/norfair_tracker.py

Co-authored-by: Blake Blackshear <blake@frigate.video>

---------

Co-authored-by: Blake Blackshear <blake@frigate.video>
2024-02-26 07:37:56 -06:00
Nicolas Mowen
2d0864c723
Adjust kalman filter used for norfair tracker (#9538)
* Adjust kalman filter

* Add comment

* Formatting
2024-02-02 06:22:56 -06:00
Nicolas Mowen
ba603c1937
Make initialization configurable (#8392) 2023-10-30 20:26:31 -04:00
Nicolas Mowen
c141362614
Use norfair uninitialized score history for tracked object and update false positive docs (#8299)
* Update docs

* Use norfair score history to start object history

* Formatting
2023-10-24 19:24:30 -04:00
Nicolas Mowen
0b858419d1
re-enable init delay (#8283) 2023-10-23 20:50:22 -04:00
Josh Hawkins
9df5927ac5
Autotracking bugfixes and zooming updates (#8103)
* zoom in/out in search for lost objects

* predicted box should not be empty

* clean up and update zoom logic

* only zoom if enabled

* more cleanup

* check for valid velocity when zooming

* only try absolute zoom in if obj area has changed

* zoom logic

* don't enqueue lost object zoom if already at limit

* don't disable motion boxes during ptz moves

* velocity threshold based on move coefficients

* fix area zoom logic

* disable debug zoom

* don't process objects if ptz moving

* recalc with exponent

* change exponent

* remove lost object zooming

* increase distance threshold for stationary object

* increase distance threshold constant

* only zoom out if nonzero

* camera name in all debug logging

* add camera name to debug logging

* camera variable name consistency

* update calibration behavior and docs

* docs and better zooming

* more sensible target values

* docs wording

* fix velocity threshold variable

* zooming tweaks and remove iou for current objects

* debug and docs

* get valid velocity

* include zero

* additional debug statements

* add zoom hysteresis

* zoom on initial move if relative

* only update target box if we actually zoom

* merge dev

* use getattr instead of get

* increase distance threshold

* reverse logic

* get_camera_status after preset move to store zoom

* final tweaks and docs

* use constants and catch possible debug exception

* adjust zoom factor exponent

* don't run motion estimation when calling preset

* adjust dimension threshold

* use numpy for velocity estimate calcs

* more numpy conversion

* fix numpy shapes

* numpy zeros dimension

* more zoom out conditions

* fix velocity bug

* ensure init has been called in debug view

* ensure onvif init if enabling by mqtt

* change default hysteresis values

* recalc relative zoom value

* zoom out value

* try to zoom when object isn't moving

* try zoom when tracked object is not moving

* don't try to zoom every time

* negate zoom out condition when needed

* hysteresis constants for absolute zooming

* update zoom conditions

* don't recalc target box on zoom only

* zoom out if above area threshold

* don't print zooming debug for stationary obj

* revamp zooming to use area moving average

* zooming tweaks and expose property

* limit zoom with max target box

* use calibration to determine zoom levels

* zoom logic fix

* docs

* add tapo c200 camera

* fix initial absolute zoom

* small zoom logic fix

* better invalid velocity checks

* fix test

* really fix test this time
2023-10-22 12:59:13 -04:00
Nicolas Mowen
91f7d67c5e
Smarter Regions (#8194)
* Smarter Regions

* Formatting

* Cleanup

* Fix motion region checking logic

* Add database table and migration for regions

* Update region grid on startup

* Revert init delay change

* Fix mypy

* Move object related functions to util

* Remove unused

* Fix tests

* Remove log

* Update the region daily at 2

* Fix logic

* Formatting

* Initialize grid before starting processing frames

* Move back to creating grid in main process

* Formatting

* Fixes

* Formating

* Fix region check

* Accept all but true

* Use regions grid for startup scan

* Add clarifying comment

* Fix new grid requests

* Add tests

* Delete stale region grids from DB
2023-10-18 18:21:52 -05:00
Nicolas Mowen
e19c0668e7
Require init delay (#8126) 2023-10-13 06:16:36 -05:00
Josh Hawkins
27144eb0b9
Autotracker: Basic zooming and moves with velocity estimation (#7713)
* don't zoom if camera doesn't support it

* basic zooming

* make zooming configurable

* zooming docs

* optional zooming in camera status

* Use absolute instead of relative zooming

* increase edge threshold

* zoom considering object area

* bugfixes

* catch onvif zooming errors

* relative zooming option for dahua/amcrest cams

* docs

* docs

* don't make small movements

* remove old logger statement

* fix small movements

* use enum in config for zooming

* fix formatting

* empty move queue first

* clear tracked object before waiting for stop

* use velocity estimation for movements

* docs updates

* add tests

* typos

* recalc every 50 moves

* adjust zoom based on estimate box if calibrated

* tweaks for fast objects and large movements

* use real time for calibration and add info logging

* docs updates

* remove area scale

* Add example video to docs

* zooming font header size the same as the others

* log an error if a ptz doesn't report a MoveStatus

* debug logging for onvif service capabilities

* ensure camera supports ONVIF MoveStatus
2023-09-27 06:19:10 -05:00
Nicolas Mowen
1c27ee2d2b
Increase initial hit count for norfair tracker (#7925)
* Increase initial hit count of tracked object

* Formatting
2023-09-24 06:32:43 -05:00
Josh Hawkins
c9254b256a
Autotracking: reset motion estimator (#7129)
* reset motion estimator after returning to preset

* small tweaks and a bugfix
2023-07-13 05:32:51 -05:00
Josh Hawkins
7a2d09dc35
Autotracking optimizations (#7109)
* much improved motion estimation and tracking

* docs updates

* move ptz specific mp values to ptz_metrics dict

* only check if moving at frame time

* pass full dict instead of individual values
2023-07-11 06:23:20 -05:00
Josh Hawkins
88fc0fac8f
Basic PTZ object autotracking functionality (#6913)
* Basic functionality

* Threaded motion estimator

* Revert "Threaded motion estimator"

This reverts commit 3171801607.

* Don't detect motion when ptz is moving

* fix motion logic

* fix mypy error

* Add threaded queue for movement for slower ptzs

* Move queues per camera

* Move autotracker start to app.py

* iou value for tracked object

* mqtt callback

* tracked object should be initially motionless

* only draw thicker box if autotracking is enabled

* Init if enabled when initially disabled in config

* Fix init

* Thread names

* Always use motion estimator

* docs

* clarify fov support

* remove size ratio

* use mp event instead of value for ptz status

* update autotrack at half fps

* fix merge conflict

* fix event type for mypy

* clean up

* Clean up

* remove unused code

* merge conflict fix

* docs: update link to object_detectors page

* Update docs/docs/configuration/autotracking.md

Co-authored-by: Nicolas Mowen <nickmowen213@gmail.com>

* clarify wording

* pass actual instances directly

* default return preset

* fix type

* Error message when onvif init fails

* disable autotracking if onvif init fails

* disable autotracking if onvif init fails

* ptz module

* verify required_zones in config

* update util after dev merge

---------

Co-authored-by: Nicolas Mowen <nickmowen213@gmail.com>
2023-07-08 07:04:47 -05:00
Nicolas Mowen
baf671b764
Cleanup and organize utils (#7033)
* Force birdseye cameras into standard aspect ratios

* Organize utils

* Update tests

* Formatting

* Isort

* Fix tests

* Cleanup

* isort
2023-07-06 09:28:50 -05:00
Blake Blackshear
ca7853c087
Fix max_frames, improve stationary objects in masked areas (#6815)
* fix issue with max_frames

* dont consider stationary until the threshold

* require a stationary interval

* try to fix formatter issues
2023-06-16 07:32:43 -05:00
Blake Blackshear
d81dd60fef
Improve motion detection and region selection (#6741)
* refactor existing motion detector

* implement and use cnt bgsub

* pass fps to motion detector

* create a simplified motion detector

* lightning detection

* update default motion config

* lint imports

* use estimated boxes for regions

* use improved motion detector

* update test

* use a different strategy for clustering motion and object boxes

* increase alpha during calibration

* simplify object consolidation

* add some reasonable constraints to the estimated box

* adjust cluster boundary to 10%

* refactor

* add disabled debug code

* fix variable scope
2023-06-11 08:45:11 -05:00
Blake Blackshear
ae0aba44dc
Improve tracking (#6516) 2023-05-31 08:12:43 -06:00