Argos: a spacial-temporal pattern detection system for home automation

This page summarizes the projects mentioned and recommended in the original post on /r/homeassistant

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  • argos

    a spacial-temporal pattern detection system for home automation (by angadsingh)

  • thanks. sure - i use it to announce patterns on all my google homes and send notifications to my phones. the example automations are shown here: https://github.com/angadsingh/argos/blob/main/ha_automations/notify_door_movement_at_entrance.yaml

  • bi-aidetection

    Alarm system for Blue Iris based on Artificial Intelligence.

  • WorkOS

    The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.

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  • frigate

    NVR with realtime local object detection for IP cameras

  • i did look at frigate before even starting to build my project. i'd say argos is a superset of what frigate does. frigate just detects objects and triggers HA. argos detects movement patterns (someone entered or exited the door vs just that someone was seen at the door). argos runs tensorflow lite (supports tensorflow too) and is much faster than frigate even without a coral accelerator, and does the same other optimizations frigate does - detects motion first, sends only the part of the image where the motion was present to the object detector, etc. frigate does on more thing which is expensive and unnecessary in my opinion - it does "object tracking" once an object is detected. another limitation was that frigate relies on ffmpeg to capture streams, making it cpu intensive to capture a local raspberry pi camera (https://github.com/blakeblackshear/frigate/issues/457)

  • rooms

    With "Rooms" mobile devices can perform indoor self-localization using an app and low-cost BLE beacons.

  • Will check it out :-) thanks for sharing! Agree it’s not perfect, but have a look at this - https://github.com/st0nedB/rooms

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