Live VLM WebUI
Stream a webcam to a vision-language model and read its analysis live.

By NVIDIA-AI-IOT (GitHub repository owner)
- GitHub stars
- 471 (GitHub)
Build sheet
- Board
- Jetson Orin Nano Developer Kit
- Other parts
- camera
- AI model or service
- Real-time vision-language models via Live VLM WebUI
- Difficulty
- Beginner
Overview
NVIDIA-AI-IOT web UI for live VLM testing on the affordable Orin Nano Developer Kit—camera in, model out, without writing custom inference glue each time.
How it works
A web UI streams your camera to any VLM backend and shows live analysis and benchmarks, including on a Jetson Orin Nano.
Why it's interesting
Live VLM WebUI streams your webcam to a vision-language model and shows the analysis live, which makes it a quick way to compare models and benchmark hardware. It needs a VLM backend, Ollama, vLLM or a cloud API, and runs on Linux PCs, DGX Spark, Apple Silicon Macs, Windows through WSL2 and Jetson Orin or Thor. The interface opens at https://localhost:8090. Jetson setup has a specific gotcha in the README: it requires JetPack 6.x or 7.0, because JetPack 5.x ships Python 3.8, which is not supported, so use Docker or upgrade. Docker is the recommended route on Jetson, with a script that detects the platform and starts the right container, and there is a kiosk guide for a display that opens the camera demo at login.
Hardware
- Jetson Orin Nano Developer Kit
- camera
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