Im going to show you how to implement Pose Estimation in Python and OpenCV on CPU at 30FPS all in 7 Minutes!! ⭐AI Vision Store - https://augmentedstartups.info/VisionStore ⭐OpenCV Kickstarter Campaign - https://bit.ly/OpenCVKickStarter ⭐FREE AI-CV Course - https://augmentedstartups.info/yolov4release ⭐Membership + Source Code - https://bit.ly/Join_AugmentedStartups ⭐AI-CV Nano Degree - https://bit.ly/AugmentedAICVPRO This brings us to Pose estimation which is the topic of this video, we are going to explore what it is, Why and where'd you'd use it, how it works using a single camera, and how to implement 30 Frames per second Pose Estimation on CPU... All in 5 Minutes. One of the most sought after aspects of computer vision has been to understand human appearance from images and videos as well as predicting when people will like and subscribe to my channel.. haha just messing with you. Anyways Pose estimation refers to a computer vision technique that can detect human figures from a camera for body posture and gesture recognition. Pose Estimation technology enables the following applications: Assisted living, in the case of fall detection and Yoga Pose Identification, Character animation and Drone Control. Like Iv implemented in my Autonomous Drone video.. In a nutshell, It works by detecting critical body joints which can be achieved using a variety of methods, which are as follows OpenPose, AlphaPose, TFPose Estimation, and DensePose amongst many many others. Here's a link to blog post that compares the Best Human-Pose Estimation Projects : https://medium.datadriveninvestor.com/top-and-best-computer-vision-human-pose-estimation-projects-186d04204dde For this implementation we will be use BlazePose which is a lightweight CNN architecture for human pose estimation that is tailored for real-time inference on mobile platforms. Whats really cool is that during inference, the network produces 33 body keypoints for a single person and runs at over 30 frames per second. The Authors approach used both heatmaps and regression to aquire keypoint coodinates. This makes it particularly suited to real-time use-cases like fitness tracking and recognition. We'll be implementing Blaze pose via the MediaPipe Framework, mainly because it is fast, lightweight, accurate and suuuuper simple to implement, as you will see now in a bit. I'll have a link down below to articles that go in a bit more details of how BlazePose works on a deeper level. So the COCO topology is the standard for human body pose. It consists of 17 keypoints, which are located in the middle of the torso, arms, and legs. However, these keypoints are only used for the ankle and wrist points and do not include hands and feet which is quite limiting. With BlazePose howeve ... https://www.youtube.com/watch?v=ndKVMiJKNTA

FREE YOLO-R Course - https://bit.ly/YOLORPROCourse --~-- You knew this was coming?! Squid Game - Red Light Green light using YOLOR + DeepSORT Simulation in Unity3D - Like & Comment for Tutorial ⭐Code - https://lnkd.in/djTEtZx ⭐FREE YoloR Course - https://lnkd.in/dRGxJ-8 ✅ YOLOR for Person Detection ✅ Stationary people stay green ✅ Moving people during red light are flagged as red. ✅ Unity Sim coming soon. ?Like, ?Comment, ?Share if you appreciate this demo. #opencv #objectdetection #python #computervision #squidgames #squidgames #redlightgreenlight ===Product Links=== ✔️ Webcam - https://amzn.to/35Ou6yQ ✔️ Deep Learning PC - https://amzn.to/3zRdep3 ✔️ OpenCV Python Books -https://amzn.to/3jb5LLB ✔️ Camera Gear - https://amzn.to/3qrLQd2 ✔️ Drone Kit - https://bit.ly/Drone-kit ✔️ Raspberry Pi 4 - https://amzn.to/3fhSI7c ✔️ OpenCV AI Kit - http://bit.ly/GetOAKNow ✔️ Roboflow - https://roboflow.com/as1 ✔️ Arduino Electronics kit - https://amzn.to/2LgiTQJ ------------------------------------------------------------ Support us on Patreon ►https://www.AugmentedStartups.info/Patreon Chat to us on Discord ►https://www.AugmentedStartups.info/discord Interact with us on Facebook ►https://www.AugmentedStartups.info/Facebook Check my latest work on Instagram ►https://www.AugmentedStartups.info/instagram ------------------------------------------------------------ @MrBeast #MrBeast #OpenCV #Python ... https://www.youtube.com/watch?v=AffA9yXpsvE

To Learn more on PCB design or get the source files, check out the course at: • FREE PCB Design Course : http://bit.ly/FREEPCB_Design_Course • Full PCB Design Course in Altium Designer : http://bit.ly/AltiumDesignerCourse In this lecture the you will complete the creation of your Atmega 328 component library. This is the first component that we shall make. Im going to show you how to create the PCB footprint of this component and then add a generic 3D body to the component. In a later lecture I shall show you how to get a more realistic 3D body of the components. To learn more Arduino PCB Design, check out: http://www.arduinostartups.com/ -------------------------------------------------- Support us on Patreon http://bit.ly/PatreonArduinoStartups -~-~~-~~~-~~-~- ⭐ If you are feeling Gratuitous, I'd really like some Coffee?☕ - https://augmentedstartups.info/BuyMeCoffee -~-~~-~~~-~~-~- ... https://www.youtube.com/watch?v=l7UaBB29JrE

I flew halfway across the world to check out the latest tech in Augmented Reality, Metaverse, and Computer Vision. Come join me on my discovery of new tech. ⭐ AI Projects: https://augmentedstartups.info/VisionStore ⭐ FREE Computer Vision Course : https://augmentedstartups.info/opencv ⭐ JOIN our Membership to get access to Source Code: https://bit.ly/Join_AugmentedStartups ===Product Links=== ✔️ Webcam - https://amzn.to/35Ou6yQ ✔️ Deep Learning PC - https://amzn.to/3zRdep3 ✔️ OpenCV Python Books -https://amzn.to/3jb5LLB ✔️ Camera Gear - https://amzn.to/3qrLQd2 ✔️ Drone Kit - https://bit.ly/Drone-kit ✔️ Raspberry Pi 4 - https://amzn.to/3fhSI7c ✔️ OpenCV AI Kit - http://bit.ly/GetOAKNow ✔️ Roboflow - https://roboflow.com/as1 ✔️ Arduino Electronics kit - https://amzn.to/2LgiTQJ ------------------------------------------------------------ Support us on Patreon ►https://www.AugmentedStartups.info/Patreon Chat to us on Discord ►https://www.AugmentedStartups.info/discord Interact with us on Facebook ►https://www.AugmentedStartups.info/Facebook Check my latest work on LinkedIn ►https://www.AugmentedStartups.info/LinkedIn ------------------------------------------------------------ #metaverse #xr #AWE2022 ... https://www.youtube.com/watch?v=qYMIguwohKM