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#funproject?#project1 ?? Human Pose Estimation and Semantic Segmentation: Integrating Google MediaPipe with SAM2 for Enhanced Video Analytics?? Imagine watching a world-class figure #skater glide across the ice—every twist, leap, and turn executed with near-perfect #precision. Now, what if we could capture not just the motion but the #mechanics behind it? What if #AI could break down human movement in real-time, revealing the hidden intricacies of biomechanics with scientific precision? This is where the fusion of Human #Pose #Estimation and #Semantic #Segmentation comes into play—bringing together the computational power of Google #MediaPipe and the cutting-edge segmentation capabilities of Segment Anything #Model (#SAM2) to redefine video analytics. Whether for sports performance, rehabilitation, or augmented reality, this AI-driven approach is unlocking new dimensions in motion analysis, bridging the gap between raw movement and deep understanding. blog link : https://lnkd.in/d_5g4EuZ In my latest blog, I explore the integration of Google MediaPipe and Segment Anything Model (SAM2) to enhance video analytics by combining real-time pose estimation with precise segmentation. ?? How It Works? ? MediaPipe Pose detects 33 human #keypoints, creating a skeletal representation of movement. ? SAM2 applies transformer-based segmentation, isolating the subject with high precision. ? The system overlays AI-generated insights on video, providing a triple-layer visualization: raw footage, skeletal pose estimation, and segmented AI-tracked motion. ?? Applications in AI & Computer Vision ? Sports Analytics – Track and optimize athletic performance. ? Augmented Reality (#AR) – Enhance digital interactions with real-world motion. ? Gesture Recognition – Enable AI-powered human-computer interaction. ? Physiotherapy & Healthcare – Monitor and correct postural movements. This multi-stage AI pipeline paves the way for intelligent video analytics in sports, health, and beyond. Read the full breakdown of the system flow, mathematical foundations, and implementation . Feel free to text me to discuss about how AI can transform human motion understanding or any new opportunity and let's Grow together !! ???? Also do register on builderlytics to access preimun construction software free of cost for now !! here : https://lnkd.in/gt847KRB #ComputerVision #MachineLearning #PoseEstimation #SemanticSegmentation #MediaPipe #DeepLearning #Python #ArtificialIntelligence #Innovation #OpenCV #DeepLearning #Tech #Programming #PythonProjects #HandTracking #2025Projects #yolo #yolov11 #TechInConstruction #BlogChallenge #AugmentedReality #contentcreation #deepsheek Ultralytics OpenCV X Meta YOLOvX NVIDIA Hugging Face Marvel Entertainment Marvel Studios IBM Machine Learning Augmented Reality Python Coding Python Lukas Meier DeepSeek AI