You will get AI Retail Security: Shoplifting Detection with YOLOv8 & RetailSentra ROI
Project details
I will deploy RetailSentra, a production-grade AI security engine that transforms your existing camera feeds into a proactive profit-protection system. Using YOLOv11 and skeletal pose estimation, the system identifies "hand-to-pocket" or "hand-to-bag" motions and alerts your team in real-time—before the loss occurs.
How it benefits the client:
Direct Profit Protection: Instead of just recording theft, you catch it in progress with 95% detection accuracy.
Reduced Labor Costs: Automate the monitoring of 16+ simultaneous streams, allowing your floor staff to focus on customers rather than screens.
Seamless Integration: Works with your current RTSP-enabled IP cameras with a low-latency (150ms) edge setup.
Actionable Data: Gain heatmaps of high-risk zones and correlate physical behavior with POS data to identify unscanned items.
How it benefits the client:
Direct Profit Protection: Instead of just recording theft, you catch it in progress with 95% detection accuracy.
Reduced Labor Costs: Automate the monitoring of 16+ simultaneous streams, allowing your floor staff to focus on customers rather than screens.
Seamless Integration: Works with your current RTSP-enabled IP cameras with a low-latency (150ms) edge setup.
Actionable Data: Gain heatmaps of high-risk zones and correlate physical behavior with POS data to identify unscanned items.
AI Development Type
Deep Learning, Model Tuning, Software MaintenanceAI Tools
Azure Machine Learning, Keras, OpenCV, PyTorch, TensorFlowAI Development Language
PythonWhat's included
| Service Tiers |
Starter
$1,500
|
Standard
$3,500
|
Advanced
$5,000
|
|---|---|---|---|
| Delivery Time | 7 days | 21 days | 30 days |
Number of Revisions | 1 | 2 | 3 |
AI Model Integration | |||
Detailed Code Comments | |||
Knowledge Graph | - | - | |
Model Documentation | |||
Ontology | - | ||
Source Code | - | ||
Taxonomy |
Optional add-ons
You can add these on the next page.
Custom Behavior Training
(+ 10 Days)
+$2,000
POS System Integration
(+ 10 Days)
+$2,000
NVIDIA Jetson Edge Optimization
(+ 5 Days)
+$1,500Frequently asked questions
About Suhal
AI & ML Engineer | Real-Time Computer Vision & Edge AI Expert
Chattogram, Bangladesh - 2:57 am local time
If you're working with RTSP streams or surveillance cameras and need intelligent monitoring with alerts, I can help you design and deploy a production-ready system that actually works in real environments.
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đź‘Ť Proven Results
- Built a real-time system processing 16+ RTSP camera streams simultaneously
- Achieved 95% detection accuracy with live alerting
- Designed scalable multi-camera pipelines with dashboard integration
- Optimized models for edge devices (Jetson, Raspberry Pi)
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đź‘Ť What I Can Build For You
1) AI-powered CCTV monitoring systems (real-time detection & alerts)
2) Shoplifting / abnormal activity detection for retail
3) Smart apartment security (intrusion, loitering, tailgating detection)
4) PPE detection systems (helmet, vest compliance) for factories
5) Multi-camera RTSP analytics dashboards
6) Edge AI deployment for low-latency, on-device inference
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đź‘Ťđź‘Ť Core Expertise
### Real-Time Computer Vision
1) RTSP / CCTV stream processing (OpenCV, YOLO, TensorFlow)
2) Object detection, tracking & behavior analysis
3) Multi-camera system architecture & optimization
### Edge AI & Optimization
- NVIDIA Jetson / Raspberry Pi deployment
- TensorRT, quantization, pruning for fast inference
### AI System Development
- End-to-end pipeline: data → model → deployment
- Flask / FastAPI / Streamlit apps for real-time interaction
- GStreamer, FFmpeg for video processing
### AI Dashboards & SaaS Integration
- React / Next.js dashboards for live analytics
- Alerts, logs, heatmaps, and monitoring systems
- Full-stack AI SaaS solutions (backend + frontend + deployment)
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## Bonus Capabilities (When Needed)
- AI Assistants & LLM integration (Chat with your data, automation tools)
- Predictive analytics & anomaly detection
- Time-series modeling and forecasting
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## How I Work
1. Understand your camera setup & use case
2. Design a scalable AI pipeline tailored to your needs
3. Build and optimize the model for real-world performance
4. Deploy with dashboards, alerts, and monitoring
5. Support, iterate, and improve accuracy over time
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## Why Work With Me?
1) I focus on real-world performance, not just model accuracy
2) I’ve built systems that run continuously on live camera feeds
3) I understand both AI and production deployment challenges
4) I deliver clean, scalable, and maintainable solutions
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## Let’s Build Something Intelligent
If you're looking to upgrade your CCTV system with AI or build a smart surveillance solution from scratch, I’m ready to help.
Send me a message and let’s discuss your project.
Steps for completing your project
After purchasing the project, send requirements so Suhal can start the project.
Delivery time starts when Suhal receives requirements from you.
Suhal works on your project following the steps below.
Revisions may occur after the delivery date.
Architecture & Stream Audit
I will review your camera placements and verify RTSP stream stability to ensure optimal angles for skeletal pose estimation.
Zone Logic Setup
I will review your camera placements and setup zone logics to trigger shoplifting or unauthorized access