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Add Agent to support RTSP compatible IP cameras #605

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This agent adds support for acquiring snapshots and short recordings from cameras that can stream the RTSP protocol.

Description

This new agent records frames to disk (default every 10s) and passes them through a motion detection algorithm. If there is motion, a 60 second recording is taken. Recordings can also be triggered directly as an agent Task. Both images and video are stored to disk in circular buffers which by default hold the most recent 2 days of snapshots and 120 minutes of triggered videos. Use of this agent requires the opencv / cv2 and imutils packages.

Note that each agent instance handles exactly one camera. This enables using different settings for different camera placements.

Motivation and Context

This agent was created to support the Dahua security cameras at the site. These are interior cameras designed to capture unauthorized access or theft.

How Has This Been Tested?

This agent has been tested on a local system (laptop) at the site. It has been run for several hours and successfully detected motion in one of the containers as people went in and out. Note that I only tested this running as a local agent on the host system. I verified that the CPU and memory use are not too dramatic. There is a brief spike at the end of a recording when the list of frames is encoded to mp4. Here is an example of motion detection, which draws a green box around the areas where a change was detected:

img_2023-12-30T16:54:53+00:00
img_2023-12-30T16:55:03+00:00

Types of changes

  • Bug fix (non-breaking change which fixes an issue)
  • New feature (non-breaking change which adds functionality)
  • Breaking change (fix or feature that would cause existing functionality to not work as expected)

Checklist:

  • My code follows the code style of this project.
  • My change requires a change to the documentation.
  • I have updated the documentation accordingly.

@tskisner
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Just a note: this agent does require the opencv and imutils packages. Let me know if you want me to add another "extra" key to setup.py for this case.

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@davidvng davidvng left a comment

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Thanks so much for writing this agent! Here's my initial review with some requests. Mainly name changes and core functionality requests.

I'm also wondering if the classes CircularMediaBuffer and MotionDetector should become external classes since they can also be used by the ACTiCameraAgent and any other similar agents in the future. Though this can be a discussion with others.

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@BrianJKoopman
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BrianJKoopman commented Jan 18, 2024

This is great. Thanks for reviewing @davidvng, and thanks for the PR @tskisner!

Just a note: this agent does require the opencv and imutils packages. Let me know if you want me to add another "extra" key to setup.py for this case.

This would be good to do. If these will be used in the functions that @davidvng suggested get pulled out for use in the ACTi camera agent then I don't mind them going in the main install_requires, else a new extras_require group would be great.

Since I assume you're busy with other things now that you're back from the site @tskisner, let's go ahead and merge this as is (with added requirements to the setup.py though), and @davidvng will take over making these improvements in separate PRs. That'll allow us to stand-up the agent for the cameras already deployed on site, and move forward with these suggestions. Sound good?

@BrianJKoopman BrianJKoopman removed their request for review January 18, 2024 16:59
@tskisner
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This is now ready for re-review @davidvng.

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@tskisner Thanks for the updates! I added some comments below. Please also add this agent to plugin.py.

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Is it possible to use the FakeCamera class and test_mode to test the agent here? This may become an integration test instead. Thoughts @BrianJKoopman?

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This sounds good, but I don't think we should let it hold up this PR at this point if it's not straightforward.

Comment on lines +43 to +44
motion_start (str): ISO time (HH:MM:SS+-zz:zz) to start motion detection.
motion_stop (str): ISO time (HH:MM:SS+-zz:zz) to stop motion detection.
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Using +-zz:zz here might be a problem since we don't want to rely on remembering and having to change this config when daylight savings happens. I think we may just want to force these arguments to only accept HH:MM:SS and tell users it must be UTC or do handling differently in _in_motion_time_range._dt_convert.

for testing. Default is False.

Notes:
Individual frames are written to a circular disk buffer. Metadata
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Can you include video to this note?

Comment on lines +344 to +347
cap = cv2.VideoCapture(self.connection)
if not cap.isOpened():
self.log.error(f"Cannot open RTSP stream at {self.connection}")
return False, "Cannot connect to camera"
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Does this connection have any conflicts with the already open connection in acq?

Comment on lines +285 to +292
message = {
"block_name": "cameras",
"timestamp": timestamp,
"data": {
"address": self.address,
"path": path,
},
}
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Can you add movement bool to this? We may want to monitor on Grafana and trigger alarms if the cameras see movement.

Comment on lines +235 to +236
_ = cap.grab()
success, image = cap.retrieve()
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Does this grab have to be within the loop or can it just grab at the end? From my understanding, this is grabbing 200 images for example but only retrieving the last one.

Comment on lines +238 to +245
blur (int): The odd number of pixels for blurring width
threshold (int): The grayscale threshold (0-255) for considering
image changes in the blurred images.
dilation (int): The dilation iterations on the thresholded image.
min_frac (float): The minimum fraction of pixels that must change
to count as a detection.
max_frac (float): The maximum fraction of pixels that can change
to still count as a detection (rather than a processing error).
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Can you add these arguments as optional kwargs to the agent? We may want to change these if the camera FOV, room size, etc cause motion detection to fail.

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3 participants