Explore @NVIDIA-AI-IOT Open Source projects

NVIDIA AI IOT (@NVIDIA-AI-IOT)

NVIDIA-AI-IOT

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torch2trt

An easy to use PyTorch to TensorRT converter

jetbot

An educational AI robot based on NVIDIA Jetson Nano.

Jupyter Notebook

deepstream_python_apps

DeepStream SDK Python bindings and sample applications

Jupyter Notebook

Lidar_AI_Solution

A project demonstrating Lidar related AI solutions, including three GPU accelerated Lidar/camera DL networks (PointPillars, CenterPoint, BEVFusion) and the related libs (cuPCL, 3D SparseConvolution, YUV2RGB, cuOSD,).

deepstream_reference_apps

Samples for TensorRT/Deepstream for Tesla & Jetson

jetracer

An autonomous AI racecar using NVIDIA Jetson Nano

Jupyter Notebook

redtail

Perception and AI components for autonomous mobile robotics.

trt_pose

Real-time pose estimation accelerated with NVIDIA TensorRT

tf_trt_models

TensorFlow models accelerated with NVIDIA TensorRT

nanosam

A distilled Segment Anything (SAM) model capable of running real-time with NVIDIA TensorRT

cuPCL

A project demonstrating how to use the libs of cuPCL.

yolo_deepstream

yolo model qat and deploy with deepstream&tensorrt

CUDA-PointPillars

A project demonstrating how to use CUDA-PointPillars to deal with cloud points data from lidar.

tf_to_trt_image_classification

Image classification with NVIDIA TensorRT from TensorFlow models.

jetcam

Easy to use Python camera interface for NVIDIA Jetson

Jupyter Notebook

deepstream_tao_apps

Sample apps to demonstrate how to deploy models trained with TAO on DeepStream

jetson_benchmarks

Jetson Benchmark

deepstream_360_d_smart_parking_application

Describes the full end to end smart parking application that is available with DeepStream 5.0

deepstream_pose_estimation

This is a DeepStream application to demonstrate a human pose estimation pipeline.

jetson_dla_tutorial

A tutorial for getting started with the Deep Learning Accelerator (DLA) on NVIDIA Jetson

face-mask-detection

Face Mask Detection using NVIDIA Transfer Learning Toolkit (TLT) and DeepStream for COVID-19

nanoowl

A project that optimizes OWL-ViT for real-time inference with NVIDIA TensorRT.

deepstream-occupancy-analytics

This is a sample application for counting people entering/leaving in a building using NVIDIA Deepstream SDK, Transfer Learning Toolkit (TLT), and pre-trained models. This application can be used to build real-time occupancy analytics applications for smart buildings, hospitals, retail, etc. The application is based on deepstream-test5 sample application.

tensorrt_plugin_generator

A simple tool that can generate TensorRT plugin code quickly.

jetcard

An SD card image for web programming AI projects with NVIDIA Jetson Nano

trt_pose_hand

Real-time hand pose estimation and gesture classification using TensorRT

Jupyter Notebook

redaction_with_deepstream

An example of using DeepStream SDK for redaction

deepstream_lpr_app

Sample app code for LPR deployment on DeepStream

jetson-cloudnative-demo

Multi-container demo for Jetson Xavier NX and Jetson AGX Xavier

cuDLA-samples

YOLOv5 on Orin DLA

jetson-multicamera-pipelines

jetson-intro-to-distillation

A tutorial introducing knowledge distillation as an optimization technique for deployment on NVIDIA Jetson

Gesture-Recognition

Gesture recognition neural network to classify various hand gestures

clip-distillation

Zero-label image classification via OpenCLIP knowledge distillation

ros2_torch_trt

ROS 2 packages for PyTorch and TensorRT for real-time classification and object detection on Jetson Platforms

yolov5_gpu_optimization

This repository provides YOLOV5 GPU optimization sample

Foresee-Navigation

Semantic-Segmentation based autonomous indoor navigation for mobile robots

deepstream_parallel_inference_app

A project demonstrating how to use nvmetamux to run multiple models in parallel.

deepstream_4.x_apps

deepstream 4.x samples to deploy TLT training models

tao-toolkit-triton-apps

Sample app code for deploying TAO Toolkit trained models to Triton

ros2_deepstream

ROS 2 package for NVIDIA DeepStream applications on Jetson Platforms

argus_camera

Simple Python / C++ interface to CSI camera connected to NVIDIA Jetson.

turtlebot3

Autonomous delivery robot with turtlebot3 and Jetson TX2

ros2_jetson

jetson-copilot

A reference application for a local AI assistant with LLM and RAG

jetson-stereo-depth

my-jetson-nano-baseboard

An open source Jetson Nano baseboard and tools to design your own.

nvidia-tao

Jupyter Notebook

jetnet

Easy to use neural networks for NVIDIA Jetson (and desktop too!)

deepstream_triton_model_deploy

How to deploy open source models using DeepStream and Triton Inference Server

jetson-generative-ai-playground

ros2_tao_pointpillars

ROS2 node for 3D object detection using TAO-PointPillars.

Formula1Epoch

An autonomous R.C. racecar which detects people.

ros2_trt_pose

ROS 2 package for "trt_pose": real-time human pose estimation on NVIDIA Jetson Platform

Electron

An autonomous deep learning indoor delivery robot made with Jetson

deepstream_dockers

A project demonstrating how to make DeepStream docker images.

ros2_jetson_stats

ROS 2 package for monitoring and controlling NVIDIA Jetson Platform resources

isaac_ros_apriltag

CUDA-accelerated Apriltag detection

jetson-trashformers

Autonomous humanoid that picks up and throws away trash

NVIDIA-Optical-Character-Detection-and-Recognition-Solution

This repository provides optical character detection and recognition solution optimized on Nvidia devices.

sdg_pallet_model

A pallet model trained with SDG optimized for NVIDIA Jetson.

JEP_ChatBot

ChatBot: sample for TensorRT inference with a TF model

jetson-min-disk

whisper_trt

A project that optimizes Whisper for low latency inference using NVIDIA TensorRT

Deepstream-Dewarper-App

This project demonstrate how to infer and track from a 360 videos by using the dewarper plugin.

deepstream-retail-analytics

A DeepStream sample application demonstrating end-to-end retail video analytics for brick-and-mortar retail.

isaac_ros_image_pipeline

Isaac ROS image_pipeline package for hardware-accelerated image processing in ROS2.

gesture_recognition_tlt_deepstream

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.

synthetic_data_generation_training_workflow

Workflow for generating synthetic data and training CV models.

Jupyter Notebook

YOLOv5-with-Isaac-ROS

Sample showing how to use YOLOv5 with Nvidia Isaac ROS DNN Inference

retinanet_for_redaction_with_deepstream

This sample shows how to train and deploy a deep learning model for the real time redaction of faces from video streams using the NVIDIA DeepStream SDK

scene-text-recognition

deep_nav_layers

A series of plugins to the ROS navigation stack to incorporate deep learning inputs.

Nav2-with-Isaac-ROS-GEMs

tao_toolkit_recipes

Jupyter Notebook

GreenMachine

AI kiosk with a camera and a projector to visualize waste type of cafeteria objects

viz_3Dbbox_ros2_pointpillars

Visualization tool for 3D bounding box results of TAO-PointPillars

isaac_demo

Set of demo to try Isaac ROS with Isaac SIM

tlt-iva-examples

A notebook that demonstrates how to use the NVIDIA Intelligent Video Analytics suite to detect objects in real-time. We use Transfer Learning Toolkit to train a fast and accurate detector and DeepStream to run that detector on an NVIDIA Jetson edge device.

Jupyter Notebook

mmj_genai

A reference example for integrating NanoOwl with Metropolis Microservices for Jetson

TAO-Toolkit-Whitepaper-use-cases

TAO best practices. How to adapt for a new domain, new classes, and generalize the model with a small dataset using Nvidia's TAO toolkit

Jupyter Notebook

ros2_nanollm

ROS2 nodes for LLM, VLM, VLA

caffe_ros

Package containing nodes for deep learning in ROS.

jetson_isaac_ros_visual_slam_tutorial

Hosting a tutorial documentation for running Isaac ROS Visual SLAM on Jetson device.

jetbot_mini

centernet_kinect

Real-time CenterNet based object detection on fused IR/Depth images from Kinect sensor. Works on NVIDIA Jetson.

deepstream_libraries

DeepStream Libraries offer CVCUDA, NvImageCodec, and PyNvVideoCodec modules as Python APIs for seamless integration into custom frameworks.

robot_freespace_seg_Isaac_TAO

In this workflow we demonstrate using SDG + TAO for a freespace segmentation application

deepstream-yolo3-gige-apps

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.

ros2_torch2trt_examples

ros2 packages for torch2trt examples

ros2_trt_pose_hand

ROS2 package for trt_pos_hand, "Real-time hand pose estimation and gesture classification using TensorRT"

deepstream_triton_migration

Triton Migration Guide for DeepStreamSDK.

ROS2-NanoOWL

ROS 2 node for open-vocabulary object detection using NanoOWL.

jetson-platform-services

A collection of reference AI microservices and workflows for Jetson Platform Services

Jupyter Notebook

jetson_virtual_touchpanel

Enables Jetson to be controlled with handpose using trt_pose

deepstream-segmentation-analytics

A project demonstration to do the industrial defect segmentation based on loading the image from directory and generate the output ground truth.

isaac_ros_common

Isaac ROS common utilities, Dockerfiles, and testing code.

tao_byom_examples

Examples of converting different open-source deep learning models to TAO compatible format through TAO BYOM package.

husky_demo

Husky Simulation and Hardware In the Loop simulation on Isaac SIM with Isaac ROS

mmj_utils

A utility library to help integrate Python applications with Metropolis Microservices for Jetson