Machine learning for exoplanet detection in high-contrast spectroscopy Combining cross correlation maps and deep learning on medium-resolution integral-field spectra
Fuente:
arXiv
Saved in:
| Main Authors: | Nath-Ranga, Rakesh, Absil, Olivier, Christiaens, Valentin, Garvin, Emily O. |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Combining reference-star and angular differential imaging for high-contrast imaging of extended sources
by: Juillard, Sandrine, et al.
Published: (2024)
by: Juillard, Sandrine, et al.
Published: (2024)
Deep learning for exoplanet detection and characterization by direct imaging at high contrast
by: Bodrito, Théo, et al.
Published: (2025)
by: Bodrito, Théo, et al.
Published: (2025)
Combining spectroscopy and wavefront control at deep contrast with photonic lanterns
by: Morsy, Mona El, et al.
Published: (2026)
by: Morsy, Mona El, et al.
Published: (2026)
An Alternating Minimization Algorithm with Trajectory for Direct Exoplanet Detection -- The AMAT Algorithm
by: Daglayan, Hazan, et al.
Published: (2024)
by: Daglayan, Hazan, et al.
Published: (2024)
Saltire -- A model to measure dynamical masses for high-contrast binaries and exoplanets with high-resolution spectroscopy
by: Sebastian, Daniel, et al.
Published: (2023)
by: Sebastian, Daniel, et al.
Published: (2023)
Machine learning revolution for exoplanet direct imaging detection: transformer architectures
by: Lin, Yu-Chia
Published: (2025)
by: Lin, Yu-Chia
Published: (2025)
Use the 4S (Signal-Safe Speckle Subtraction): Explainable Machine Learning reveals the Giant Exoplanet AF Lep b in High-Contrast Imaging Data from 2011
by: Bonse, Markus J., et al.
Published: (2024)
by: Bonse, Markus J., et al.
Published: (2024)
Machine Learning for Exoplanet Detection in High-Contrast Spectroscopy: Revealing Exoplanets by Leveraging Hidden Molecular Signatures in Cross-Correlated Spectra with Convolutional Neural Networks
by: Garvin, Emily O., et al.
Published: (2024)
by: Garvin, Emily O., et al.
Published: (2024)
What if we find nothing? Bayesian analysis of the statistical information of null results in future exoplanet habitability and biosignature surveys
by: Angerhausen, Daniel, et al.
Published: (2025)
by: Angerhausen, Daniel, et al.
Published: (2025)
Direct detection and characterization of exoplanets using imaging Fourier transform spectroscopy
by: Zhang, Jingwen, et al.
Published: (2023)
by: Zhang, Jingwen, et al.
Published: (2023)
New substellar candidates identified through deep learning in the F150 sample of the large-scale SHINE direct imaging survey
by: Mitjans, Carles Cantero, et al.
Published: (2026)
by: Mitjans, Carles Cantero, et al.
Published: (2026)
Instrumentation prospects for rocky exoplanet atmospheres studies with high resolution spectroscopy
by: Rukdee, Surangkhana
Published: (2025)
by: Rukdee, Surangkhana
Published: (2025)
Reliability of 1D radiative-convective photochemical-equilibrium retrievals on transit spectra of WASP-107b
by: Konings, Thomas, et al.
Published: (2025)
by: Konings, Thomas, et al.
Published: (2025)
Stacking transmission spectra of different exoplanets
by: Kirk, James, et al.
Published: (2025)
by: Kirk, James, et al.
Published: (2025)
An analytical theory for the resolution attainable using eclipse mapping of exoplanets
by: Boone, Sasha, et al.
Published: (2023)
by: Boone, Sasha, et al.
Published: (2023)
How do wavelength correlations affect transmission spectra? Application of a new fast and flexible 2D Gaussian process framework to transiting exoplanet spectroscopy
by: Fortune, Mark, et al.
Published: (2024)
by: Fortune, Mark, et al.
Published: (2024)
SPECtrophotometer for TRansmission spectroscopy of exoplanets (SPECTR)
by: Choi, Yeon-Ho, et al.
Published: (2024)
by: Choi, Yeon-Ho, et al.
Published: (2024)
Combining high-contrast imaging with high-resolution spectroscopy: Actual on-sky MIRI/MRS results compared to expectations
by: Martos, S., et al.
Published: (2025)
by: Martos, S., et al.
Published: (2025)
There's more to life in reflected light: Simulating the detectability of a range of molecules for high-contrast, high-resolution observations of non-transiting terrestrial exoplanets
by: Currie, Miles H., et al.
Published: (2025)
by: Currie, Miles H., et al.
Published: (2025)
RISTRETTO: reflected-light exoplanet spectroscopy at the diffraction limit of the VLT
by: Lovis, Christophe, et al.
Published: (2024)
by: Lovis, Christophe, et al.
Published: (2024)
Enhanced detection limits in the SHINE F150 survey through the Regime Switching Model. Optimizing thresholds and investigating environmental noise
by: Sabalbal, Mariam, et al.
Published: (2025)
by: Sabalbal, Mariam, et al.
Published: (2025)
Peering into the black box: forward-modeling the uncertainty budget of high-resolution spectroscopy of exoplanet atmospheres
by: Savel, Arjun B., et al.
Published: (2024)
by: Savel, Arjun B., et al.
Published: (2024)
Addressing wavelength-correlated systematics in exoplanet transmission spectroscopy: a 2D Gaussian Process approach
by: Manickavasaham, Lokesh, et al.
Published: (2025)
by: Manickavasaham, Lokesh, et al.
Published: (2025)
Astrometric detection of exoplanets
by: Feng, Fabo
Published: (2024)
by: Feng, Fabo
Published: (2024)
High-contrast spectroscopy with the new VLT/ERIS instrument: Molecular maps and radial velocity of the gas giant AF Lep b
by: Hayoz, Jean, et al.
Published: (2025)
by: Hayoz, Jean, et al.
Published: (2025)
On the importance of geometry in exoplanet irradiation : Implications for the day-night contrast
by: Sadh, Mradumay, et al.
Published: (2024)
by: Sadh, Mradumay, et al.
Published: (2024)
ExoIris: fast exoplanet transmission spectroscopy in Python
by: Parviainen, Hannu
Published: (2025)
by: Parviainen, Hannu
Published: (2025)
Exozodiacal dust as a limitation to exoplanet imaging and spectroscopy
by: Currie, Miles H., et al.
Published: (2025)
by: Currie, Miles H., et al.
Published: (2025)
A new treatment of telluric and stellar features for medium resolution spectroscopy and molecular mapping. Application to the abundance determination on Beta Pic b
by: Kiefer, F., et al.
Published: (2024)
by: Kiefer, F., et al.
Published: (2024)
Comparing telluric removal methods in their capability to recover injected exoplanet atmosphere signals with high resolution emission spectroscopy
by: Keniger, Marcelo Aron Fetzner, et al.
Published: (2026)
by: Keniger, Marcelo Aron Fetzner, et al.
Published: (2026)
Focal plane wavefront control with model-based reinforcement learning
by: Nousiainen, Jalo, et al.
Published: (2026)
by: Nousiainen, Jalo, et al.
Published: (2026)
Challenges in the detection of gases in exoplanet atmospheres
by: Welbanks, Luis, et al.
Published: (2025)
by: Welbanks, Luis, et al.
Published: (2025)
Majority of water hides deep in the interiors of exoplanets
by: Luo, Haiyang, et al.
Published: (2024)
by: Luo, Haiyang, et al.
Published: (2024)
Information content of JWST transmission spectroscopy of the exoplanet HAT-P-12b from the optical to the mid-infrared
by: Heinke, L., et al.
Published: (2026)
by: Heinke, L., et al.
Published: (2026)
Habitability of exoplanets orbiting flaring stars
by: Szabó, Rebecca, et al.
Published: (2025)
by: Szabó, Rebecca, et al.
Published: (2025)
Logistic regression to boost exoplanet detection performances
by: Cambazard, Hadrien, et al.
Published: (2024)
by: Cambazard, Hadrien, et al.
Published: (2024)
Examining the detectability of ringing on highly eccentric exoplanets
by: Vanrespaille, Mathijs, et al.
Published: (2024)
by: Vanrespaille, Mathijs, et al.
Published: (2024)
Windows Into Other Worlds: Pitfalls in the physical interpretation of exoplanet atmospheric spectroscopy
by: Modirrousta-Galian, Darius, et al.
Published: (2024)
by: Modirrousta-Galian, Darius, et al.
Published: (2024)
Comparing Apples with Apples: Robust Detection Limits for Exoplanet High-Contrast Imaging in the Presence of non-Gaussian Noise
by: Bonse, Markus J., et al.
Published: (2023)
by: Bonse, Markus J., et al.
Published: (2023)
A quantitative assessment of the VO line list: Inaccuracies hamper high-resolution VO detections in exoplanet atmospheres
by: de Regt, S., et al.
Published: (2022)
by: de Regt, S., et al.
Published: (2022)
Similar Items
-
Combining reference-star and angular differential imaging for high-contrast imaging of extended sources
by: Juillard, Sandrine, et al.
Published: (2024) -
Deep learning for exoplanet detection and characterization by direct imaging at high contrast
by: Bodrito, Théo, et al.
Published: (2025) -
Combining spectroscopy and wavefront control at deep contrast with photonic lanterns
by: Morsy, Mona El, et al.
Published: (2026) -
An Alternating Minimization Algorithm with Trajectory for Direct Exoplanet Detection -- The AMAT Algorithm
by: Daglayan, Hazan, et al.
Published: (2024) -
Saltire -- A model to measure dynamical masses for high-contrast binaries and exoplanets with high-resolution spectroscopy
by: Sebastian, Daniel, et al.
Published: (2023)