NVIDIA Jetson Nano Projects
NVIDIA Jetson platforms (Nano, Xavier NX, Orin Nano/NX) bring GPU-accelerated AI to the edge. Student projects typically deploy detection, tracking or robotics pipelines with JetPack, measure FPS and power, and optimise with TensorRT.
Stack: JetPack SDK, CUDA, TensorRT, DeepStream, PyTorch/TensorFlow, OpenCV, ROS2, YOLO family and NVIDIA TAO where useful.
NVIDIA Jetson Orin Projects
NVIDIA Jetson Thor Projects
52 topics across major Jetson application domains with tools used.
| # | Jetson Project Topic | Tools / Platforms |
|---|---|---|
| 📷 Computer Vision · Detection · Classification · Pose | ||
| 01 | VisionReal-Time Object Detection with YOLOv8 / YOLOv5 on Jetson (TensorRT) | Jetson · YOLO · TensorRT · OpenCV |
| 02 | VisionPerson Detection and Counting in Indoor / Outdoor Scenes | Jetson Nano/Orin · YOLO · DeepStream |
| 03 | VisionFace Detection and Recognition Pipeline on Jetson | OpenCV · FaceNet/ArcFace · TensorRT |
| 04 | VisionPose Estimation (Human Skeleton) with MediaPipe or OpenPose-style Models | Jetson · MediaPipe · PyTorch |
| 05 | VisionLicense Plate Detection and OCR (ALPR) System | YOLO · OCR (Tesseract/Paddle) · Jetson |
| 06 | VisionTraffic Vehicle Classification and Direction Tracking | YOLO · SORT/DeepSORT · Jetson |
| 07 | VisionSemantic Segmentation for Road / Lane Scenes on Jetson | SegFormer / DeepLab · TensorRT |
| 08 | VisionHand Gesture Recognition for Touchless UI Control | MediaPipe · Jetson · OpenCV |
| 📹 DeepStream · Multi-Camera · Video Analytics | ||
| 09 | VideoMulti-Camera People Tracking with NVIDIA DeepStream | DeepStream · Jetson · NvDCF tracker |
| 10 | VideoRetail Analytics: Footfall, Dwell Time and Heatmaps | DeepStream · YOLO · Jetson |
| 11 | VideoRTSP Camera Ingestion and On-Device Inference Pipeline | DeepStream · GStreamer · Jetson |
| 12 | VideoAbandoned Object / Intrusion Detection Alert System | DeepStream · custom logic · MQTT |
| 13 | VideoQueue Length Estimation at Counters using Detection + Tracking | DeepStream · Jetson Xavier/Orin |
| 14 | VideoMulti-Stream Batch Inference Throughput Study on Jetson | DeepStream · TensorRT · FPS metrics |
| 15 | VideoSmart Parking Slot Occupancy from Camera Feeds | YOLO · DeepStream · Jetson |
| 🤖 Robotics · ROS2 · Manipulation | ||
| 16 | RobotROS2 Navigation Stack with Jetson as Robot Brain | ROS2 · Nav2 · Jetson · LIDAR/camera |
| 17 | RobotVisual SLAM / VIO Concepts on Jetson for Indoor Mapping | ROS2 · OpenVSLAM / ORB-SLAM concepts |
| 18 | RobotObject Picking: Detect → Pose → Arm Command Pipeline | YOLO · ROS2 · Jetson · arm API |
| 19 | RobotLine Following / Obstacle Avoidance Robot with Vision | OpenCV · Jetson Nano · motors |
| 20 | RobotVoice-Commanded Robot with On-Device Speech + Vision | Jetson · speech model · ROS2 |
| 21 | RobotMulti-Robot Coordination Demo with Jetson Nodes | ROS2 · DDS · multiple Jetsons |
| 🚗 Autonomous · ADAS-style · Navigation | ||
| 22 | AutoLane Detection and Departure Warning Prototype on Jetson | OpenCV / CNN · Jetson · camera |
| 23 | AutoPedestrian and Vehicle Detection for ADAS Demo | YOLO · TensorRT · Jetson |
| 24 | AutoDepth Estimation from Mono / Stereo Camera on Jetson | MiDaS / stereo · TensorRT |
| 25 | AutoTraffic Sign Recognition and Classification Pipeline | CNN · Jetson · OpenCV |
| 26 | AutoDrone / UAV Onboard Vision for Landing Pad Detection | YOLO · Jetson Orin Nano · MAVLink concepts |
| 27 | AutoPath Planning Visualisation with Perception Inputs on Jetson | ROS2 · Jetson · costmap |
| ⚡ TensorRT · Optimization · Benchmarks | ||
| 28 | TRTPyTorch / ONNX Model Conversion to TensorRT Engine | TensorRT · ONNX · Jetson |
| 29 | TRTFP16 vs INT8 Quantization Accuracy and FPS Comparison | TensorRT · calibration · Jetson |
| 30 | TRTBatch Size and Precision Sweep for Maximum Throughput | TensorRT · trtexec · metrics |
| 31 | TRTYOLO TensorRT Deployment with DeepStream Plugin | DeepStream · YOLO · TensorRT |
| 32 | TRTPower and Thermal Profiling during Sustained Inference | tegrastats · Jetson · report |
| 33 | TRTNVIDIA TAO Toolkit Train → Prune → Quantize → Deploy Flow | TAO · TensorRT · Jetson |
| 34 | TRTCustom CUDA Kernel vs TensorRT for a Simple Vision Op | CUDA · TensorRT · benchmark |
| 📡 IoT · Edge Gateway · Cloud Bridge | ||
| 35 | IoTJetson as Edge Gateway: Local Inference + MQTT/Cloud Publish | Jetson · MQTT · AWS/Azure IoT concepts |
| 36 | IoTSmart Camera Node with Event-Triggered Recording | DeepStream · Jetson · storage |
| 37 | IoTSensor Fusion: Camera + IMU / Environmental Data on Jetson | ROS2 · Jetson · sensors |
| 38 | IoTOffline-First Edge Analytics with Periodic Sync | Jetson · SQLite · sync scripts |
| 39 | IoTWeb Dashboard for Live Jetson Detection Results | FastAPI / Flask · WebSocket · Jetson |
| 🏭 Domain Applications · Industry · Retail · Security | ||
| 40 | AppPPE Compliance Detection (Helmet, Vest) on Factory Floor | YOLO · DeepStream · Jetson |
| 41 | AppWarehouse Package / Barcode Region Detection | YOLO · Jetson · OpenCV |
| 42 | AppCattle / Livestock Counting and Tracking in Farm Cameras | YOLO · DeepStream · Jetson |
| 43 | AppClassroom Attendance via Face Recognition on Jetson | Face models · Jetson · database |
| 44 | AppSmoke / Fire Detection from Camera Streams | CNN / YOLO · DeepStream · alerts |
| 45 | AppRetail Shelf Product Detection and Out-of-Stock Alerts | YOLO · Jetson · business logic |
| 46 | AppAccessibility: Sign Language Gesture Recognition Demo | Pose / CNN · Jetson · UI |
| 🔬 Advanced · Multi-Model · Research | ||
| 47 | AdvMulti-Model Pipeline: Detect → Classify → Track Concurrently | DeepStream · TensorRT · Jetson |
| 48 | AdvJetson Nano vs Xavier NX vs Orin: Same Workload Benchmark | trtexec · power · FPS report |
| 49 | AdvContainerised Jetson App with NVIDIA Container Runtime | Docker · JetPack · DeepStream |
| 50 | AdvOn-Device Fine-Tuning / Few-Shot Adaptation Concepts | PyTorch · Jetson · limited data |
| 51 | AdvSecure Edge Inference: Model Access Control and Logging | Jetson · systemd · audit notes |
| 52 | AdvCapstone: Full Product — Camera → Detect → Track → Dashboard → Report | DeepStream · TensorRT · Jetson · full package |
Topics reflect common university and industry Jetson practice with JetPack and open models. Contact us for setup notes, conversion scripts, DeepStream configs, university-format report, PPT and viva Q&A.
Why Choose Us for NVIDIA Jetson Projects?
Bangalore-based guidance for BE, BTech and MTech students deploying edge AI on Jetson platforms.
Computer Vision
YOLOv8 detection, pose, ALPR and segmentation with TensorRT engines and OpenCV pipelines.
DeepStream Analytics
Multi-camera tracking, retail analytics and RTSP pipelines with NvDCF and custom probes.
Robotics & ROS2
Navigation, visual SLAM concepts and perception-driven robot control on Jetson.
TensorRT Optimization
ONNX conversion, FP16/INT8 benchmarks, power profiling and TAO deploy workflows.
Frequently Asked Questions — NVIDIA Jetson Projects
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