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TelescopeAlign: Phone Camera + ML Plate-Solving Hardware Accessory

A compact smartphone mount that attaches to any telescope's focuser or tube ring, paired with a proprietary mobile app that uses your phone's camera + on-device ML model to perform real-time plate-solving (identifying star field patterns). The app compares live camera feed against Gaia star catalog, calculates exact telescope pointing error in real-time, and displays directional arrows to center any object. No internet required after initial model download.

PHYSICAL_PRODUCT

29 weeks • 70% confidence

Value Proposition

Solves the core problem (accurate centering in light-polluted skies) at 1/3 the cost of GoTo mounts, works with ANY existing telescope, requires no permanent modification, and works offline. Beats phone-only solutions (gyro drift, low accuracy) because it uses actual star pattern recognition; beats expensive GoTo mounts because it's $150-250 vs $1200+.

Target Audience

Urban amateur astronomers (age 25-55) with telescopes worth $300-3000, frustrated by GoTo mount costs ($800+) or manual alignment; includes both beginners and experienced observers doing multi-target sessions

Key Features

  • Real-time plate-solving using on-device TensorFlow Lite model trained on Gaia DR3 star catalog
  • Universal phone mount (adjustable for 4-7 inch phones) with quick-release mechanism
  • Live overlay showing target position, current field center, and directional correction arrows
  • And more, with full implementation detail...

Tech Stack

TensorFlow Lite (on-device ML inference) Gaia DR3 star catalog (free download) Python (model training pipeline) Swift + Kotlin (iOS/Android native camera + inference)
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Original Problem

Amateur astronomers waste hours manually locating celestial objects through telescopes in light-polluted areas

Amateur astronomers, especially those in urban areas with light pollution, struggle to locate and center celestial objects in their telescope eyepieces, wasting significant time on frustrating manual alignment. Current solutions like star charts, GoTo mounts, and gyroscope-based apps lack the accuracy needed for reliable object acquisition. This creates a barrier to entry for hobbyists and prevents experienced astronomers from efficiently observing multiple targets in a single session.

Score: 50.0% • 2 demand signals

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