Face recognition: implementation and common models
Overview of common face recognition models (VGGFace, FaceNet, ArcFace, OpenFace, Dlib) and the implementation pipeline: detection, feature extraction, matching.
Overview of common face recognition models (VGGFace, FaceNet, ArcFace, OpenFace, Dlib) and the implementation pipeline: detection, feature extraction, matching.
Guide to building an ESP32-CAM face recognition security camera: hardware overview, wiring and FTDI programming, Arduino IDE setup, CameraWebServer code and web UI steps.
Troubleshoot unresponsive vehicle touchscreen: restart, clean, check power, recalibrate, update firmware or apps, and contact a service center if needed.
Guide to face landmark detection on Raspberry Pi using OpenCV and dlib: setup, dependency installs, Pi camera capture, and Python code to visualize 68 facial landmarks.
Guide to haptic feedback and Haptic UX design: principles, construction methods, pattern tuning, testing, and best practices for purposeful tactile interactions.
Technical overview of capacitive sensing methods and sensor geometries, explaining self-capacitance and mutual-capacitance principles and 0D-3D touch sensors.
Introduction to capacitive touch panel design covering electronic principles, touch controller ICs, ITO patterning, layout, grounding, ESD and structural stackups/materials.
Build a Raspberry Pi face recognition system with OpenCV: trainer and real-time recognizer using Haar cascade detection, LBPH training, and YML model storage.
Review of tactile sensing for soft robotic hands: sensor types, sensing modalities, system integration, applications, challenges and research directions.
Technical overview of Fujitsu PSD-C86 palm vein recognition terminal: non-contact liveness authentication, split sensor configuration, and high-precision biometric performance.
Technical overview of under-display fingerprint sensing, focusing on optical approaches, OLED compatibility, vendor landscape, and integration challenges.
Overview of under-display fingerprint recognition technologies (optical, ultrasonic, capacitive), comparing implementation trade-offs, production readiness, and industry trends.
Compare in-display fingerprint vs side-mounted sensor: technical principles, capacitive vs optical performance, interference resilience and usability trade-offs.
Practical engineer's guide to face fusion using Delaunay triangulation, affine transforms and seamless cloning, covering landmark workflows and triangle-based warping.
Comparison of face recognition and fingerprint recognition: explains biometric principles, security trade-offs, advantages, risks, and implementation considerations for deployment.
Explanation of Gaussian filter, kernel generation and separable implementation in C++/OpenCV, with guidance on sigma selection and performance trade-offs.
Technical overview of face recognition pipeline and 68-point facial landmark localization using dlib and OpenCV, with a Python example for detection, ROI extraction, and visualization.
Technical overview of capacitive screen operation and touchscreens: capacitive sensing, sensor arrays, multi-touch, plus resistive and pressure-based detection methods.
Technical overview of capacitive touchscreen structure and sensing principle, covering ITO layers, electrode placement, coupling capacitance, and touch coordinate calculation.
Analysis of facial recognition in retail: how connected databases, camera placement and privacy concerns affect its effectiveness against shoplifting and evolving theft tactics.