This is a highly separated deployment project based on Deepstream , including the full range of Yolo and continuously expanding deployment projects such as Ocr.

A project demonstrating how to make DeepStream docker images.

A project demonstrating how to train your own gesture recognition deep learning pipeline. We start with a pre-trained detection model, repurpose it for hand detection using Transfer Learning Toolkit 3.0, and use it together with the purpose-built gesture recognition model. Once trained, we deploy this model on NVIDIA® Jetson™ using Deepstream SDK.

A project showcasing how to leverage AI coding assistants (Cursor, Claude Code, etc.) for accelerated NVIDIA DeepStream SDK application development using a curated agentic skill and structured prompts.

This page is the Github repo of the open source project "Iguana detection and monitoring" in the Nvidia Jetson community. Using Jetson Nano with Nvidia Deepstream, we can detect iguana and streaming data in real time. A web-based UI is built to monitor the streaming data.

A project demonstration on how to use the GigE camera to do the DeepStream Yolo3 object detection, how to set up the GigE camera, and deployment for the DeepStream apps.

This sample project demonstrates how to implement object detection and tracking using NVidia DeepStream

Yolov3 C/C++ project based on Deepstream and Aravis for Jetson AGX Xavier with GigE vision cameras

This project creates a sink for NVIDIA DeepStream SDK to pipe data to MQTT broker.

This project is a POC to show how NVIDIA DEEPSTREAM SDK / TRITON INFERENCE SERVER works in the background

This project demonstrates a real-time license plate detection and recognition system built using NVIDIA DeepStream SDK. It uses multiple neural networks in a pipeline to detect vehicles, locate license plates, and perform OCR to read the plate numbers.

A Project to Visualize DeepStream Inference Metadata with Kibana

This project implements a real-time, multi-camera anomaly detection system using the NVIDIA DeepStream SDK 7.1 on the Jetson Orin Nano platform. The pipeline was extend-ed to support live streams from Intel RealSense cameras via the GStreamer plugin v4l2src, enabling AI-driven video analytics at 1280×720 and 30 FPS.

Project containing all my GStreamer/DeepStream related projects

Project for doing various computer vision task in Deepstream

Yolov3 C/C++ project based on Deepstream and Aravis for Jetson AGX Xavier with GigE vision cameras

This project provides a comprehensive guide to setting up and running NVIDIA DeepStream and AMQP Protocol for images analytics and sending the metadata.

This project is a cloud-deployed Python system that monitors camera streams via RTSP and alerts Slack when all cameras on a DeepStream engine go offline for over 30 minutes.

This project is a FastAPI-based web service that generates heatmaps of object presence over a background image, based on bounding box data received in JSON format (typically from DeepStream + Elasticsearch).

Production-ready AI edge deployment on NVIDIA Jetson (Nano / Orin). This project demonstrates real-time AI inference using TensorRT and DeepStream with multi-camera support, Dockerized setup, benchmarking, and optimized pipelines for CCTV and edge devices.

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Involves NVIDIA's DeepStream Pipelines for Computer Vision model inference on Robots, etc.

projects to learn NVIDIA Deepstream SDK

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AGX Orin YOLOv8 & DeepStream Project

a deepstream 6.0 peopleCounter Project

Sample project to demonstrate deepstream.io issue

Deepstream server for the coding rts project

Template project for creation different DeepStream SDKs pipelines

This is deepstream redis client. For ucast project.