Vision AI at the Edge

Vision AI Resource Universe – the ultimate hub to accelerate your computer vision development and deployment.

Dive into practical knowledge and seamlessly kickstart your next AI application with Seeed’s hardware powered by NVIDIA Jetson platform.

Accelerate Edge AI with Amazing Developer Tools

Find useful tools that delivery supports for each progress of your vision AI project, check the Wiki guidance to move to the next step.

  • Explore 130+ Pre-trained model catalog and 85+ AI applications
  • Evaluate your custom model performance with better precision and more informed adjustment through MLOps feature modelIQ

  • Automatically annotate images powered by SAM, and train the custom model on the hosted GPUs
  • Distill foundational models (BLIP, DETIC, CLIP, etc.) to your data and create compact versions for latency improvement
  • Use state-of-the-Art object detection, classification, and segmentation models with Ultralytics Hub
  • Train the model with no-code or select the pre-installed AI models with 2 lines pip install commands
  • Offer the cloud-based runtime optimization engine
  • Accelerate inference at the edge, reach production faster, and maximize hardware potential
  • Train a model in 5 mins with Edge Impluse! 
  • Build end-to-end ML pipeline to deploy object detection, image classification applications at the edge across from MCU to the Edge GPU platform
  • Build the no-code AI pipeline with Lumeo pre-trained models
  • Choose production-ready Lumeo AI Gateway for video analytics solution: waiting time analysis, traffic flow analysis, and parking lot management

Provide ready-to use models for perimeter security, intrusion detection, crowd control, vehicle and people counting, vehicle and people classification, tripwire, zone analytics, etc

  • Easily deploy and manage computer vision models on-site or remotely with alwaysAI Dashboard
  • Check out alwaysAI applications to deploy pratical AI models in real scenarios: retail, restaurant, manufacturing, construction, and venues.
  • Start with any of the 50k pre-trained open source models in Roboflow Universe
  • Optimized containers and field-tested SDKs for seamless real-time operation offline or online

Allxon BSP OTA Updates is a simple, smart, and secure solution designed to help you efficiently update your NVIDIA Jetson edge Al devices

  • Enable effortless efficient, modular, edge AI pipelines built with advanced embedded AI
  • Access to AI models and devices, and manage them with OTA (over-the-air) deployment
  • Deploy container-based AI/ML applications to fleet of devices with balenaCloud platform
  • Install balena CLI (command line interface for balenaCloud) to quickly get started according to your operating system

Success Case Story

Discover how NVIDIA Jetson empowers versatile computer vision applications to enhance operational efficiency and safety across diverse industries.

Jetson Xavier NX

  • Deploy in: Warehouse / Parking lot

  • Object detection & line crossing model
  • Detect smoke and fire
  • Trigger email notification

Jetson Orin NX

  • Deploy in: Airport

  • Analyze airplane speed, trajectory, and dwell time
  • Shorter routes & occupancy status
  • Analyze passanger flow & missing baggage

Jetson Orin NX

  • Deploy in: University

  • Detect students’ behavior: fighting, falling, and running
  • Combined with DNN for density estimation
  • Campus entrance/exit people counting

Jetson Orin NX

  • Deploy in:Local community, Apartment

  • Detect human/moving vehicles avoiding over 95%false alarm
  • Abnormal situation detection with audio alarm
  • Track illegal dumping

Jetson Xavier NX

  • Deploy in: Subway / Bus

  • People counting in each bus
  • Identify distance among people
  • Deliver real time carriage information while arriving at the station

Jetson Nano

  • Deploy in: Vehicle

  • Fleet management with real time location
  • Recognize abnormal behavior: distracted, drowsy, and answering phone during driving
  • Provide driver report

Jetson Orin NX

  • Deploy in: Expressway, local pathway, Intersection

  • Categorize vehicles by direction and type, detect license plate
  • Deliver road alignment, lane selection, and signal optimation
  • Recognize pedestrian and moving vehicles at crosswalks

Jetson Xavier NX

  • Deploy in: Expressway, local pathway, Intersection

  • Track diverse object types
  • Closely follow the target utilizing detection and ReID models

Jetson Orin NX

  • Deploy in:Campus road,  local pathway

  • Localize ego vehicle and  access the surroundings
  • Path planning by avoiding obstacles and formulating effective responses in emergency scenarios

Jetson Xavier NX

  • Deploy in: Supermarket

  • Count customer number in any physical space
  • Assess how happy people are feeling in one area

Jetson Orin Nano

  • Deploy in: Grocery, Pharmacy

  • Vector retrieval for accurate recognition, output shopping list
  • Avoid long time checkout waiting
  • Optimize inventory management

Jetson Orin NX

  • Deploy in: Shopping Mall

  • Analyze customer flow, gauge dwell time, and calculate conversion rates
  • waiting time calculation for every customer
  • Allocate staff resources efficiently

Jetson Orin Nano

  • Deploy in: Pizza Restaurant

  • Provide guidance of topping and sauce selection during pizza making
  • Monitor pizza baking progress
  • Check the final pizza quality before delivering to customers

Jetson Xavier NX

  • Deploy in: Factory, Hospital, Shopping mall, Parking lot

  • 7×24 map, navigation, and detection
  • Detect human and behavior status: fallen, helmet, mask
  • Check fire, gas leak, and air quality issues with fast response

Jetson Orin NX

  • Deploy in: Farm, Construnction sites

  • Environmental information from RPLidar
  • Location data through GNSS
  • Detect the environment along with object detection, sementic segmentation, and pose estimation models

Jetson Nano

  • Deploy in: Tennis Court

  • Enable perception of surrounding environment with RGB cam and time-of-flight sensors
  • Detect tennis ball and track players using YOLO algorithms & NVIDIA DeepStream toolkit

Jetson Xavier NX

  • Deploy in: Under-ice environment near coast

  • Stably running on the ice several hundreds meters off the coast
  • Depict the ROV trajectory with visual sensing and navigation results

Jetson Orin NX

  • Deploy in: Forest inspection/Rescue scene

  • Monitor and identify initial fire point up to 800m above the ground
  • Provide comprehensive view of fire with valuable situational awareness before the emergency team arrives

Jetson Xavier NX

  • Deploy in: Garbage truck, Waste sorting center

  • Identify wrongly sorted resources in truck
  • Categorize dangerous items and check sorting quality in waste center
  • Reports with sorting performance by districts and types of collection

Jetson Nano

  • Deploy in: Farm

  • Daily check animal growing status with object detection
  • Recognize specific animal behavior
  • Measure animal weight while passing in the hallway

Jetson Xavier NX

  • Deploy in: Billboards in mall, Bus station

  • Analyze moving crowd with gender, age, visit frequency, dwell time, and moving direction
  • Traffic analysis to count vehicles, detect brands and license plate
  • Unrecognizable pixel cloud result for privacy

Jetson Xavier NX

  • Deploy in: Robot, Manufacturing factory

  • Produce colorful depth map and convert data to a point cloud
  • Deliver compression method with high image quality and less computational expense
  • Fleet management for depth cameras and data storage

Jetson Orin NX

  • Deploy in: Shopping Mall, Hospital, Office Department

  • Full body people detection and count the numbers in sparse personnel scene
  • Detect and track pedestrianswith head tracking method in dense crowd

Community Project & Demo

Count numbers of exercise, and identify training types

Device:Jetson Orin NX

Recognize vehicle types and evaluate the real-time traffic flow

Device:Jetson Orin Nano

Optimize waiting time in queue with people detection, count customer flow at entrance/exits

Device:Jetson Orin Nano

Classify the scenario type of video recording, suitable for video searching engine, content moderation, and social media video recommendations based on audiences’ interest

Device:Jetson Orin NX

Record the places and frequency where birds are presented, distincted through bird sounds

Device:Jetson Nano

Provides detailed descriptions of branded cans and jars

Device:Jetson Nano

Robot arm control with strategy and decision-making patterns by leveraging Generative AI capability

Device:Jetson Orin NX

Deploy YOLOv8 pose model to detect the key point information and adjust the texture’s size and position based on the key points.

Device:Jetson Orin NX

Ready to Dive into the Latest Edge AI News?

Keep up with the latest AI/ML insights and resources to accelerate your computer vision deployment.

With this streamlined script, you’ll get covered of packages installation and choosing models for inferencing easily.

Introduce reComputer industrial of Jetson Orin manufactured and reComputer ODM in Vietnam.

Show live demos about how to find an image based on your defined prompts/descriptions for objects, and running performance using CLIP with Roboflow Inference Server

Dataset for training and testing process may have huge differences with the input from real scenarios, learn how to fix the gap.

Introduce three platforms to help you manage edge deivces across regions and stay in sync with the latest software iterations.

Facilitate digital diagnosis and remote patient monitoring with NVIDIA Jetson.

Test the performance of your dataset/model in this no-code deploying way.

Dissipate heat effectively without relying on power-hungry fans, and reduce maintenance demands.

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A Glimpse of Seeed's NVIDIA Jetson Series

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