Crazy Fast YOLO11 Inference with Deepstream and TensorRT on NVIDIA Jetson Orin

Nicolai Nielsen March 6, 2025
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Nicolai Nielsen

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Welcome to my AI and Computer Vision Channel! We are going over some cool things on this channel with main focus on hardcore AI, ML, and Computer Vision. I'm doing both theoretical and project based videos. Visit my AI Career Program at: www.nicolai-nielsen.com/aicareer

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Inside my school and program, I teach you my system to become an AI engineer or freelancer. Life-time access, personal help by me and I will show you exactly how I went from below average student to making $250/hr. Join the High Earner AI Career Program here 👉 https://www.nicolai-nielsen.com/aicareer (PRICES WILL INCREASE SOON) You will also get access to all the technical courses inside the program, also the ones I plan to make in the future! Check out the technical courses below 👇 _____________________________________________________________ In this video 📝 we are going to talk about how to setup and run deep stream on a Nvidia jetson nano device with tensorrt and ultralytics. We will be able to run over 60FPS object detection with a yolo11 model with the optimizations. It's just a few install steps and I go through everything in detail and show all steps. Then we sort out some errors, go over the configuration files and then run the system on a custom video. This is crazy fast inference speed and impossible to get faster. This is needed when you want to take models into the real world and run real-time object detection systems on Nvidia hardware. 3-4x Speed up compared to just running on the GPU with the original PyTorch model file. If you enjoyed this video, be sure to press the 👍 button so that I know what content you guys like to see. _____________________________________________________________ 🛠️ Freelance Work: https://www.nicolai-nielsen.com/nncode _____________________________________________________________ 💻💰🛠️ High Earner AI Career Program: https://www.nicolai-nielsen.com/aicareer 📈 Investment Course: https://www.nicos-school.com/p/investment-course ⚙️ Real-world AI Technical Courses: (https://www.nicos-school.com) 📗 OpenCV GPU in Python: https://www.nicos-school.com/p/opencv-gpu-course 📕 YOLOv7 Object Detection: https://www.nicos-school.com/p/yolov7-custom-object-detection-with-deployment 📒 Transformer & Segmentation: https://www.nicos-school.com/p/transformer-and-segmentation-course 📙 YOLOv8 Object Tracking: https://www.nicos-school.com/p/yolov8-object-tracking-course 📘 Research Paper Implementation: https://www.nicos-school.com/p/research-paper-implementation 📔 CustomGPT: https://www.nicos-school.com/p/customgpt-course _____________________________________________________________ 📞 Connect with Me: 🌳 https://linktr.ee/nicolainielsen 🌍 My Website: https://www.nicolai-nielsen.com/ 🤖 GitHub: https://github.com/niconielsen32 👉 LinkedIn: https://www.linkedin.com/in/nicolaiai 🐦 X/Twitter: https://twitter.com/NielsenCV_AI 🌆 Instagram: https://www.instagram.com/nicolaicodes/ _____________________________________________________________ 🇦🇪 Want to move to Dubai and get Visa? - Book a free consultation: https://www.genzoneconsulting.com/meetings/schedule-session/nny _____________________________________________________________ 📷 My camera calibration software, CharuCo Boards, and Checker boards Link to webshop: https://camera-calibrator.com _____________________________________________________________ Timestamps: Tags:

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