[{ "id": "/contents/publications/10Years/", "title": "10 Years of CV Debugging Lessons", "url": "/contents/publications/10Years/", "tags": ["computer-vision","debugging","lessons-learned","opencv"], "hashtags": "#cv #debugging #lessonslearned #opencv", "category": "hub", "body": "#ComputerVision_Edge_AI High-Accuracy Real-Time Medical Image Processing on Embedded Systems #RealTimeEmbeddedMedicalImageProcessing C++: cv::setNu..." },{ "id": "/contents/publications/Papers/2d-3d-map-movement/", "title": "2D vs 3D Mapping for Moving Objects", "url": "/contents/publications/Papers/2d-3d-map-movement/", "tags": [], "hashtags": "", "category": "paper", "body": "tags: [3d-mapping, object-detection, computer-vision, robotics] hashtags: “#3dmapping #objectdetection #cv #robotics” My_Conference_Paper_2D_versus..." },{ "id": "/contents/publications/Journals/3d-slam-humanoid-robots/", "title": "3D SLAM and Humanoid Robot Linkages", "url": "/contents/publications/Journals/3d-slam-humanoid-robots/", 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Pirahansiah — AI & Computer Vision Engineer", "url": "/contents/pkm/AboutMe/", "tags": [], "hashtags": "", "category": "pkm", "body": "// About Me Dr. FarshidPirahansiah Senior AI Engineer · Computer Vision ResearcherEdge AI Specialist · PhD · Author & Speaker..." },{ "id": "/contents/publications/CV/", "title": "CV — Dr. Farshid Pirahansiah", "url": "/contents/publications/CV/", "tags": ["computer-vision","resume","publications","patents"], "hashtags": "#cv #resume #publications #patents", "category": "hub", "body": "As an AI and computer vision expert with over a decade of experience collaborating with esteemed global organizations, my expertise..." },{ "id": "/contents/publications/Papers/My_Conference_Paper/", "title": "Conference Paper on Computer Vision", "url": "/contents/publications/Papers/My_Conference_Paper/", "tags": [], "hashtags": "", "category": "paper", "body": "tags: [conference-paper, computer-vision, image-processing]\nhashtags: “#conferencepaper #cv 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"/contents/publications/Papers/adaptive-image-segmentation-psnr/", "tags": ["image-segmentation","psnr","thresholding","license-plate-recognition"], "hashtags": "#imagesegmentation #psnr #thresholding #lpr", "category": "paper", "body": "Adaptive_Image_Segmentation_Based_on_PSNR_for_License_Plate_Recognition https://www.pirahansiah.com/contents/publications/Papers/Adaptive_Image_Seg..." },{ "id": "/contents/publications/Journals/adaptive-thresholding-psnr/", "title": "Adaptive Thresholding Based on PSNR", "url": "/contents/publications/Journals/adaptive-thresholding-psnr/", "tags": ["thresholding","psnr","adaptive-thresholding","image-segmentation"], "hashtags": "#thresholding #psnr #adaptivethresholding #imagesegmentation", "category": "journal", "body": "Adaptive_Image_Thresholding_Based_on_the_Peak_Signal-to-noise_Ratio spotify PDF Download PDF Download Mind Map: Adaptive Image Thresholding Based o..." },{ "id": "/contents/public/ai-llm/advanced-llm-concepts/", "title": "Advanced 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"Computer Vision Expertise: Teaching & Coaching Services Welcome to my professional computer vision teaching service. I offer personalized coach..." },{ "id": "/contents/publications/Books/AI/computer-vision-meets-llm/", "title": "Computer Vision Meets LLM", "url": "/contents/publications/Books/AI/computer-vision-meets-llm/", "tags": [], "hashtags": "", "category": "book", "body": "tags: [computer-vision, llm, multimodal, rag] hashtags: “#cv #llm #multimodal #rag” Farshid Pirahansiah https://www./contents/publications/Books/AI..." },{ "id": "/contents/public/cpp/", "title": "C++ Quick Reference", "url": "/contents/public/cpp/", "tags": ["cpp","programming","debugging","memory-management"], "hashtags": "#cpp #programming #debugging #memorymanagement", "category": "business", "body": "C++ hash std::map<string,int> prices; prices[‘aa’]=310; prices={‘aa’:310, ‘bb’:410} stack std::stack stk; stk.push(5); stk.pop(); //5 queue s..." },{ "id": "/contents/ai2026/edge-ai-summit/", "title": "Edge AI Summit 2020", "url": "/contents/ai2026/edge-ai-summit/", "tags": ["edge-AI","summit","tinyML","FarshidPirahansiah"], "hashtags": "", "category": "course", "body": "Edge AI Summit 2020 (Nov 18-20) Wednesday Nov 18 Predictive Maintenance at Sensor Level (SensiML) Fish Farming with Deep Learning..." },{ "id": "/contents/ai2026/embedded-iot/", "title": "Embedded IoT", "url": "/contents/ai2026/embedded-iot/", "tags": ["IoT","embedded","edge-AI","FarshidPirahansiah"], "hashtags": "", "category": "course", "body": "Embedded IoT\n\nWorkshop on embedded IoT systems and edge computing applications.\n\n#IoT #Embedded #FarshidPirahansiah\n" },{ "id": "/contents/public/enter/", "title": "Dr. Farshid Pirahansiah — CV & AI", "url": "/contents/public/enter/", "tags": ["computer-vision","ai","portfolio","about"], "hashtags": "#cv #ai #portfolio #about", "category": "business", "body": "Dr. Farshid Pirahansiah Computer Vision Research Engineer & Technical Lead Berlin, Germany About Me I am an accomplished Research Engineer..." },{ "id": "/contents/publications/Patents/face-image-augmentation/", "title": "Face Image Augmentation WO2021060971A1", "url": "/contents/publications/Patents/face-image-augmentation/", "tags": ["patent","face-augmentation","gan","data-augmentation"], "hashtags": "#patent #faceaugmentation #gan #dataaugmentation", "category": "patent", "body": "spotify Your browser does not support the audio element. PDF Download The patent WO2021060971A1 describes a method for augmenting face..." },{ "id": "/contents/publications/Patents/facial-analysis-advertisement/", "title": "Facial Analysis Advertisement WO2020141969A2", "url": "/contents/publications/Patents/facial-analysis-advertisement/", "tags": [], "hashtags": "", "category": "patent", "body": "date_modified: 2024-10-12 tags: [patent, facial-recognition, advertising, deep-learning] hashtags: “#patent #facialrecognition #advertising #deeple..." },{ "id": "/graph-tags/", "title": "Hashtag Graph", "url": "/graph-tags/", "tags": [], "hashtags": "", "category": "hub", "body": "Hashtag Graph Loading… Freeze Reset Full Graph Home Tags that appear together in the same file are connected File Hashtag..." },{ "id": "/graph/", "title": "Knowledge Graph", "url": "/graph/", "tags": [], "hashtags": "", "category": "hub", "body": "Knowledge Graph Loading… Freeze Reset Hashtags 🔍 Search Home All Pages Tags Hub Papers Journals Books Patents Courses 🔍 Scroll..." },{ "id": "/contents/ppt/farshid-ai-cv-llm-presentation/", "title": "Reducing Token Usage in AI-Assisted Development", "url": "/contents/ppt/farshid-ai-cv-llm-presentation/", "tags": ["presentation","ai","llm","token-optimization"], "hashtags": "#presentation #ai #llm #token-optimization", "category": "hub", "body": "← tap back | tap next → Reducing Token Usage in AI-Assisted Development Dr. Farshid Pirahansiah The Problem 162 KBFull..." },{ "id": "/view/", "title": "View", "url": "/view/", "tags": [], "hashtags": "", "category": "hub", "body": "\n \n Loading…\n \n Open file\n Download\n \n \n \n Select a file from the menu.\n \n\n\n\n\n" },{ "id": "/contents/ai2026/fsdl-2022/", "title": "FSDL 2022 Notes", "url": "/contents/ai2026/fsdl-2022/", "tags": ["FSDL","deep-learning","MLOps","FarshidPirahansiah"], "hashtags": "", "category": "course", "body": "Full Stack Deep Learning 2022 Lecture 01: When to Use ML and Course Vision Formulating problems and estimating project cost..." },{ "id": "/contents/ai2026/full-stack-deep-learning/", "title": "Full Stack Deep Learning", "url": "/contents/ai2026/full-stack-deep-learning/", "tags": ["FSDL","full-stack-deep-learning","FarshidPirahansiah"], "hashtags": "", "category": "course", "body": "Full Stack Deep Learning Full Stack Deep Learning (fullstackdeeplearning.com) — Notes for week 1 to week 12 (2021) Reference: https://fullstackdeep..." },{ "id": "/graphnowledge/", "title": "Knowledge Graph — Files & Architecture", "url": "/graphnowledge/", "tags": [], "hashtags": "", "category": "hub", "body": "fuzzy symantic search , hashtags, tags, keywords, content, points, naming, obsidian show grphraph knowledge based like foam on vscode. Knowledge..." },{ "id": "/contents/publications/Journals/gsft-psnr-fuzzy-threshold/", "title": "GSFT-PSNR: Fuzzy Threshold Method", "url": "/contents/publications/Journals/gsft-psnr-fuzzy-threshold/", "tags": ["fuzzy-logic","thresholding","psnr","image-segmentation"], "hashtags": "#fuzzylogic #thresholding #psnr #imagesegmentation", "category": "journal", "body": "GSFT-PSNR_Global_Single_Fuzzy_Threshold spotify PDF Download Mind Map: GSFT-PSNR Global Single Fuzzy Threshold 1. Introduction Thresholding Importa..." },{ "id": "/contents/projects/imageinMD/", "title": "test mindmap", "url": "/contents/projects/imageinMD/", "tags": [], "hashtags": "", "category": "hub", "body": "reference topic image # inside mindmap test # level1 - in a - in b - in c - in..." },{ "id": "/contents/public/optimization/", "title": "CV, DL & ML Optimization Guide", "url": "/contents/public/optimization/", "tags": ["optimization","deep-learning","machine-learning","computer-vision"], "hashtags": "#optimization #deeplearning #machinelearning #cv", "category": "business", "body": "Optimization DL 1. Model Optimization Quantization Convert to lower precision (INT8, FP16) Pruning Remove unnecessary weights or layers Knowledge D..." },{ "id": "/contents/public/seo/", "title": "SEO for LLM-Powered Search", "url": "/contents/public/seo/", "tags": ["seo","llm","ai","web-optimization"], "hashtags": "#seo #llm #ai #weboptimization", "category": "business", "body": "The New Era of SEO: Optimizing Websites for LLMs In today’s rapidly evolving digital landscape, search engine optimization (SEO) is..." },{ "id": "/contents/public/python/", "title": "Python Configuration & C++ Integration", "url": "/contents/public/python/", "tags": ["python","cpp","configuration","development"], "hashtags": "#python #cpp #configuration #devtools", "category": "business", "body": "Python Python A comparison of built-in and third-party configuration options for Python projects This guide compares Python’s native configuration ..." },{ "id": "/contents/public/projects/Solutions/", "title": "Solutions", "url": "/contents/public/projects/Solutions/", "tags": ["portfolio","computer-vision","ai","projects"], "hashtags": "#portfolio #cv #ai #projects", "category": "business", "body": "Impact Portfolio\n" },{ "id": "/contents/public/prompts/", "title": "Prompt Engineering Templates", "url": "/contents/public/prompts/", "tags": ["prompt-engineering","llm","ai","nlp"], "hashtags": "#promptengineering #llm #ai #nlp", "category": "business", "body": "a Consider yourself an expert software developer with extended knowledge about C++ b For any text I provide, please process..." },{ "id": "/contents/public/", "title": "Content Hub", "url": "/contents/public/", "tags": ["computer-vision","ai","llm","edge-ai"], "hashtags": "#cv #ai #llm #edgeai", "category": "business", "body": "Content Hub Technical articles, tutorials, and deep dives on computer vision, AI, edge deployment, and software engineering. Computer Vision 3D..." },{ "id": "/contents/publications/Books/", "title": "Books & Book Chapters", "url": "/contents/publications/Books/", "tags": ["book","opencv","computer-vision","ai"], "hashtags": "#book #opencv #computervision #ai", "category": "book", "body": "Books & Book Chapters Books and book chapters authored or co-authored by Dr. Farshid Pirahansiah. Springer Book Chapters Camera Calibration..." },{ "id": "/contents/publications/Journals/", "title": "Journal Publications", "url": "/contents/publications/Journals/", "tags": ["journal","image-processing","thresholding","pattern-recognition"], "hashtags": "#research #cv #journals #thresholding", "category": "journal", "body": "Journal Publications All peer-reviewed journal articles by Dr. Farshid Pirahansiah. Image Processing & Thresholding Adaptive Image Thresholding..." },{ "id": "/contents/publications/Keynotes/", "title": "Keynotes", "url": "/contents/publications/Keynotes/", "tags": ["keynote","ai","computer-vision","multimodal"], "hashtags": "#keynote #ai #computervision #multimodal", "category": "keynote", "body": "Keynotes Technical keynotes and presentations by Dr. Farshid Pirahansiah. LLMs Meet Computer Vision Exploring the convergence of Large Language Mod..." },{ "id": "/contents/publications/Patents/", "title": "Patents", "url": "/contents/publications/Patents/", "tags": ["patent","face-detection","vehicle-detection","augmented-reality"], "hashtags": "#patent #facedetection #vehicledetection #augmentedreality", "category": "patent", "body": "Patents AI and Computer Vision patents by Dr. Farshid Pirahansiah. Face Image Augmentation A Method for Augmenting a Plurality of..." },{ "id": "/contents/publications/Papers/", "title": "Conference Papers", "url": "/contents/publications/Papers/", "tags": ["research","paper","image-processing","computer-vision"], "hashtags": "#research #cv #papers #imageprocessing", "category": "paper", "body": "Conference Papers All peer-reviewed conference papers by Dr. Farshid Pirahansiah. Image Processing & Thresholding Adaptive Image Segmentation B..." },{ "id": "/", "title": "Dr. Farshid Pirahansiah ; Embedded Computer Vision & Edge AI", "url": "/", "tags": [], "hashtags": "", "category": "hub", "body": "Dr. Farshid PirahanSiah Embedded Computer Vision& Edge AI at Scale I help businesses turn computer vision research into production-ready embedd..." },{ "id": "/contents/ai2026/iot-scholarship/", "title": "IoT Scholarship: Edge AI with OpenVINO", "url": "/contents/ai2026/iot-scholarship/", "tags": ["IoT","OpenVINO","edge-AI","FarshidPirahansiah"], "hashtags": "", "category": "course", "body": "IoT Scholarship Foundation Edge AI with Intel OpenVINO Key Models Face recognition: OpenCV 4.1.1 Image classification: Deep learning with high..." },{ "id": "/contents/publications/Papers/license-plate-recognition-entropy/", "title": "Entropy-Based Multi-Threshold LPR", "url": "/contents/publications/Papers/license-plate-recognition-entropy/", "tags": ["license-plate-recognition","entropy","thresholding","image-segmentation"], "hashtags": "#lpr #entropy #thresholding #imagesegmentation", "category": "paper", "body": "License_Plate_Recognition_with_Multi-Threshold_Based_on_Entropy https://www.pirahansiah.com/contents/publications/Papers/License_Plate_Recognition_..." },{ "id": "/contents/public/linkedin-top-posts/", "title": "Top LinkedIn Posts 2024", "url": "/contents/public/linkedin-top-posts/", "tags": ["linkedin","camera-calibration","cpp","robotics"], "hashtags": "#linkedin #cameracalibration #cpp #robotics", "category": "business", "body": "Over the past year, my standout posts have featured camera calibration, Python, C++, OpenCV, NVIDIA optimizations, advanced C++ techniques, AI..." },{ "id": "/contents/public/links/", "title": "Curated Links & Resources", "url": "/contents/public/links/", "tags": ["resources","tools","tutorials","references"], "hashtags": "#resources #tools #tutorials #references", "category": "business", "body": "Curated Links & Resources Hand-picked tools, tutorials, and references for computer vision, AI, and software engineering. Computer Vision Vulka..." },{ "id": "/contents/pkm/links/", "title": "Curated Links & Resources", "url": "/contents/pkm/links/", "tags": ["curated-links","ai-tools","resources"], "hashtags": "#curatedlinks #aitools #resources", "category": "pkm", "body": "Link Collection Category Title Link Short Summary AI Agents Android Agent GitHub Open source Android AI agent. Audio SendBySound Website..." },{ "id": "/contents/ai2026/machine-learning-specialization/", "title": "Machine Learning Specialization", "url": "/contents/ai2026/machine-learning-specialization/", "tags": ["ML","Coursera","machine-learning-specialization","FarshidPirahansiah"], "hashtags": "", "category": "course", "body": "Machine Learning Specialization 2022 Coursera: Machine Learning Specialization (2022) Download source code and full text of Mind map: GitHub Course..." },{ "id": "/contents/menus/", "title": "Sitemap & Page Summaries", "url": "/contents/menus/", "tags": [], "hashtags": "", "category": "hub", "body": "Sitemap — All Pages Public Content Hub Computer Vision 3D Vision & Multi-Camera — Real-time 3D point cloud generation, depth..." },{ "id": "/contents/ai2026/metaverse/", "title": "Metaverse & XR", "url": "/contents/ai2026/metaverse/", "tags": ["metaverse","XR","spatial-computing","FarshidPirahansiah"], "hashtags": "", "category": "course", "body": "Metaverse & XR\n\nWorkshop on extended reality, spatial computing, and immersive technologies.\n\n#Metaverse #XR #SpatialComputing #FarshidPirahans..." },{ "id": "/contents/ai2026/mlops/", "title": "MLOps", "url": "/contents/ai2026/mlops/", "tags": ["MLOps","machine-learning-engineering","Coursera","FarshidPirahansiah"], "hashtags": "", "category": "course", "body": "MLOps — Machine Learning Engineering for Production Coursera: Machine Learning Engineering for Production (MLOps) Specialization Course 1: Introduc..." },{ "id": "/contents/public/cuda-gpu/mlx-coreml-metal/", "title": "MLX, CoreML, and Metal for Apple Silicon", "url": "/contents/public/cuda-gpu/mlx-coreml-metal/", "tags": ["apple-silicon","coreml","metal","mlx"], "hashtags": "#applesilicon #coreml #metal #mlx", "category": "cuda", "body": "Numba JIT Tutorial and PyCUDA with Apple Silicon Adaptation Numba JIT on Apple Silicon This tutorial explores using Numba’s @jit(nopython=True)..." },{ "id": "/contents/ai2026/modern-cpp/", "title": 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