This directory contains the original DeepCamera processing pipeline, built over 4+ years of development. These modules handle everything from camera capture to AI-powered detection and re-identification.
🆕 Looking for the new skill system? See
skills/for the pluggable AI skill architecture.
| Module | Purpose | Status |
|---|---|---|
yolov7_person_detector/ |
Real-time person detection using YOLOv7 | ✅ Production |
yolov7_reid/ |
Person re-identification — tracks individuals across cameras | ✅ Production |
face_detection/ |
Face detection & recognition pipeline (InsightFace) | ✅ Production |
embedding/ |
Feature extraction for visual similarity search | ✅ Production |
camera/ |
Camera capture utilities, RTSP/USB handlers | ✅ Production |
home-assistant-py/ |
Home Assistant integration (Python) | ✅ Production |
home-assistant-nodejs/ |
Home Assistant integration (Node.js) | ✅ Production |
fall_detection/ |
Fall detection for elderly care | 🧪 Experimental |
laptop_monitor/ |
Screen activity monitoring | 🧪 Experimental |
yolov2_parking/ |
Parking space detection (YOLOv2) | 📦 Legacy |
yolov3_parking/ |
Parking space detection (YOLOv3) | 📦 Legacy |
label-studio/ |
Label Studio annotation config | 📦 Legacy |
milvus/ |
Milvus vector database config | 📦 Legacy |
minio/ |
MinIO object storage config | 📦 Legacy |
flower/ |
Celery task monitor | 📦 Legacy |
monitor/ |
System monitoring utilities | 📦 Legacy |
build/ |
Build scripts for ARM/x86 platforms | 🔧 Build |
env/ |
Environment configuration | 🔧 Build |
unit_test/ |
Test suite | 🔧 Test |
Camera Feed → capture (camera/) → detection (yolov7/) → embedding (embedding/)
↓ ↓
face_detection/ yolov7_reid/
↓ ↓
Face Recognition Person Re-ID
└────────┬───────────────┘
Notification
(Home Assistant)
These modules are being wrapped as skills for the SharpAI Aegis desktop app. The skill architecture provides a standard interface (SKILL.md) so each capability can be independently installed, configured, and updated.
| Legacy Module | New Skill |
|---|---|
yolov7_person_detector/ |
skills/detection/yolo-detection-2026/ |
yolov7_reid/ |
skills/detection/person-recognition/ (planned) |
face_detection/ + embedding/ |
skills/detection/face-recognition/ (planned) |
home-assistant-py/ |
skills/integrations/homeassistant-bridge/ (planned) |
See docs/skill-development.md for how to create new skills.