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AI Powered Box
AI Powered Box



This box contains a proprietary main control board developed by our team
Control Board
NVIDIA Jetson AGX Orin module along with supporting connectors and circuitry



Power Supply





The Jetson AGX Orin serves as the core edge-computing unit for deploying and running AI models.
Reset
SD Card
Audio
Report
USB
Supply
Net
Opening

AI Model in Core Unit
The Final Algorithm
We selected an open-source computer vision model suited to our application and applied fine-tuning techniques to adapt it to real-world street vendor scenarios.
Fine-tuning Stage
Detection
The model is capable of detecting key elements within the video feed, including garbage accumulation, oil smoke emissions, traffic obstruction caused by carts, and potential fire hazards. Beyond basic detection, the system performs higher-level analysis to evaluate whether a vendor’s activities are disrupting urban order based on predefined criteria.


Transmission



4G
The processed results are then transmitted via a 4G network to a web-based monitoring platform
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