Venumadhavjidugu·4d agoBuilding an AI-Powered Pothole Detection System: From Dataset Analysis to DeploymentMachine learning projects are not just about training a model and achieving good accuracy. The real learning happens when we understand the…
Eduard Kharaev·Sep 29Evidence, Not Answers: Why Our VLM Never Made the Final DecisionLessons from a production shelf-recognition pipeline built on self-hosted Qwen
Suraj Agrahari·Aug 20How Computer Vision Is Transforming Poultry FarmingImagine walking into a modern poultry farm with thousands of birds moving across a large barn. At first glance, everything may appear…
InDevelopersGlobalbyStephan Rellin·Jul 29From Raw Photo to Store Asset: How I Automated Product Photo Cutouts with Python, AI, and OpenCVphotographing small metal parts for an online store: AI removed the background — but left paper inside the eyelets.
Mohammad Zaid·Apr 23What building computer vision solutions across industries taught me in under a yearA ground truth piece on patterns that repeat no matter the domain. Hiring managers eat this up.
