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AstroVision AI

📑 5 slides 👁 24 views 📅 7/1/2026
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AstroVision AI

AI-enabled detection of exoplanets

AstroVision AI
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Problem Statement

  • Detecting exoplanets is difficult due to noisy light curves
  • Four main challenges: detector noise, stellar variability, blending, false positives
  • Current methods are time-consuming and prone to errors
Problem Statement
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Why AI?

  • Traditional astronomy methods are slow and inefficient
  • AstroVision AI enables fast and accurate detection
  • Comparison: traditional vs AI-enabled detection
Why AI?
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Dataset

  • TESS Mission provides large dataset of light curves
  • Curated dataset of 20k-30k light curves
  • Satellite illustration of TESS Mission
Dataset
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Complete AI Pipeline

  • Raw TESS data to noise removal and detrending
  • Transit detection and feature extraction
  • CNN + BiLSTM + attention for classification
Complete AI Pipeline
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