Exoplanet Detection ML ML Frameworks

Tools and models for detecting, classifying, and characterizing exoplanets from telescope light curve data (Kepler/TESS) using machine learning. Does NOT include general astronomy tools, stellar spectroscopy analysis, or habitability/life probability calculators without exoplanet detection components.

There are 24 exoplanet detection ml frameworks tracked. 1 score above 50 (established tier). The highest-rated is EhsanGharibNezhad/TelescopeML at 53/100 with 14 stars and 39 monthly downloads.

Get all 24 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=exoplanet-detection-ml&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

# Framework Score Tier
1 EhsanGharibNezhad/TelescopeML

Deep Convolutional Neural Networks and Machine Learning Models for Analyzing...

53
Established
2 afnx/lifefinder

Exoplanet Life Probability Calculator

46
Emerging
3 nasa/ExoMiner

Automating the vetting and validation of planet candidates from photometry...

44
Emerging
4 philippbaumeister/ExoMDN

Rapid characterization of exoplanet interiors with Mixture Density Networks

37
Emerging
5 Pr0-C0der/Exoplanet-Detection-using-CNN

The project aims to leverage machine learning techniques to analyse the flux...

36
Emerging
6 ghanashyamrpv/tess-planet-classification

Multiclass ML pipeline for classifying NASA TESS exoplanet candidates from...

26
Experimental
7 ByteBard58/Exoplanet_Classifier

The project developed by team Ontohin 4b for NASA Space Apps Challenge 2025....

26
Experimental
8 gurukasi-2006/ExoCNN

An AI-powered Hybrid Model for exoplanet detection and analysis ( NASA SAC...

24
Experimental
9 Shengboj0324/astrobio_gen

A comprehensive platform & ML model for astrobiology research that...

23
Experimental
10 nskamaleshmani/exoseeker

🌌 Discover and analyze exoplanets with ExoSeeker, a tool designed for...

22
Experimental
11 babershahzad/Exoplanet-Detection-using-Deep-Learning

🔭 Analyze NASA Kepler data using deep learning to detect exoplanets,...

22
Experimental
12 KariithiAndre/exoplanet-spectrum-recovery-ml

🔭 Analyze exoplanet atmospheres using deep learning tools to recover and...

22
Experimental
13 Atharva12081/PLANAR

PLANAR: bias-aware unsupervised morphology discovery for protoplanetary disk...

22
Experimental
14 abhishek-x/exoplanet-detection-keplar-telescope-data

Predicting potential exoplanets in star systems using light intensity curves...

20
Experimental
15 jose-solorzano/sim-transit-lc

Maps a light curve to a transit shape.

19
Experimental
16 codebygarrysingh/astro-worm

Development and training of advanced machine learning neural models designed...

18
Experimental
17 myrmlbst/NASA-AI-Challenge

Source code for Ad Astra's exoplanet-detecting machine learning model...

15
Experimental
18 QuantumDrizzy/kepler-exoplanet-analysis

Classification analysis of 9,564 NASA Kepler Objects of Interest — confirmed...

14
Experimental
19 gospacedev/exoseeker

A machine learning exoplanet transit data analysis web interface

13
Experimental
20 sexfrance/Nasa-Exoplanet

A modern, interactive web application for analyzing Kepler telescope data...

12
Experimental
21 HabibaYossre/Chronicles-of-Exoplanet-Exploration

Cosmic Twin is a project developed for the NASA Space Apps Challenge 2024,...

11
Experimental
22 srinadh99/Cosmic-Ray-Detection-via-Dictionary-Learning

Cosmic Ray Detection in Astronomical Images via Dictionary Learning and...

11
Experimental
23 NITHISH-2006/ExoplanetAI-V1

ML system for exoplanet detection from Kepler/TESS data — Streamlit + scikit-learn

11
Experimental
24 exoplanet-spaceapps/model

NASA Kepler Exoplanet Detection using ML: GP denoising, TLS search, CNN...

11
Experimental