12月9日的EspressFlowCV应用程序分析

Perfect your espresso shots with computer vision and machine learning. Turn your iPhone into a professional espresso analyzer! EspressFlowCV uses advanced computer vision and machine learning to evaluate your espresso shots in real-time, helping you brew consistently perfect coffee. How It Works Record: Capture a 22-second video of your espresso extraction Analyze: Our model examines flow patterns, timing, and extraction quality Learn: Get instant feedback - "Good" or "Under-extracted" with confidence scores, along with barista feedback Track: Build your personal espresso journal with detailed shot history Key Features - Real-time Analysis - Advanced Random Forest ML model trained on hundreds of shots • Instant Results - Know your extraction quality in seconds • Shot History - Track your progress with beautiful charts and statistics • Privacy First - All your data stays on your device • No Accounts - Start analyzing immediately, no signup required • Offline Capable - View history and stats without internet Perfect For - Home Baristas wanting to improve consistency - Coffee Enthusiasts tracking extraction experiments - Café Owners training staff on optimal extraction - Anyone serious about espresso quality The Science Our computer vision algorithm analyzes: - Flow rate and consistency - Extraction timing patterns - Visual stream characteristics - Color development over time Combined with machine learning trained on expert-classified shots, you get professional-level analysis in your pocket. Why EspressFlowCV? Accurate: 91% classification accuracy on test data Fast: Results in under 30 seconds Private: Your shots never leave your device Simple: Just point, record, and learn Proven: Built by coffee enthusiast using real-world data Pro Tips Included Built-in guidance for: - Optimal recording angle and distance - What to look for in good vs. under-extracted shots - How to use results to improve your technique - Troubleshooting common extraction issues Your Privacy Matters - Videos processed securely then immediately deleted • Shot history stored only on your device • No tracking, no ads, no data collection • Complete control over your coffee data Download now and start brewing better espresso today! Requires iPhone with camera. Works with all espresso machines and setups.