I’m working on a real-time Computer Vision project for an online assessment system. The requirement is to detect when a candidate’s face becomes completely absent or partially outside the camera frame during a test. If it continues for a certain duration, the system should show a warning and save an evidence frame with the timestamp. I’m currently considering Python + OpenCV, YOLO for face detection, MediaPipe for facial landmarks, and FastAPI/WebSockets for real-time communication. I’d love to hear from anyone who has experience with real-time Computer Vision or proctoring systems. What approach and technologies would you recommend, and how would you handle false positives and real-time performance?

“How can I generate AI videos for free?”

Hey there, welcome to Crafted Motion Academy! 🎬 I've been making videos since 2011. I built this community to give you the exact workflows I use today to create viral AI videos and grow my account, so you can skip the trial and error and start creating right away. STEP 1 · Introduce yourself 👇 Vote in the poll, then copy the card below into a comment and fill it in. 📋 COPY THIS INTO A COMMENT ━━━━━━━━━━━━━━━ - Name + where I'm from: - The first video I want to make: - What I could use help with: - Something I've made (optional link): ━━━━━━━━━━━━━━━ STEP 2 · Start Phase 1 (free) 🎓 Open 👋 Start Here in the Classroom. It takes about ten minutes: how everything works, your learning path, and what to do on day one. Community Guidelines: - 🙌 Be kind, and make feedback specific: one thing that worked, or one thing to try. - 🔍 Try the lesson first. Stuck? Post in 🙋 Questions with the step and a screenshot. - 🧪 Share what you figure out: prompts, fixes and results. - 📵 No self-promo, spam or job posts. - 🔒 Premium prompts and lessons stay inside the Academy. - 🛑 No explicit content and no deepfakes of real people. Standard membership is free. Premium ($29/mo) unlocks the full Prompt Vault and a new tutorial every week. Let's build. 🚀