PolymathicAI / AstroCLIP
Multimodal contrastive pretraining for astronomical data
☆133Updated 5 months ago
Alternatives and similar repositories for AstroCLIP:
Users that are interested in AstroCLIP are comparing it to the libraries listed below
- Semantic alignment of astronomical data with natural language using multi-modal models. (Jax) Code associated with https://arxiv.org/abs/…☆14Updated 5 months ago
- A denoising diffusion probabilistic model synthesises galaxies that are qualitatively and physically indistinguishable from the real thin…☆56Updated 3 years ago
- Large-Scale Multimodal Dataset of Astronomical Data☆390Updated 2 weeks ago
- Tutorial for the DINGO package to analyze gravitational wave data using NPE☆39Updated 2 months ago
- Transformer for galaxy images (and general astronomy)☆28Updated last week
- Repository for code used in the xVal paper☆132Updated 11 months ago
- ML-friendly datasets of galaxy images and labels☆49Updated 2 weeks ago
- A repository to store state of the art score model architectures☆48Updated 3 months ago
- Diffusion models in PyTorch☆99Updated this week
- Dingo: Deep inference for gravitational-wave observations☆80Updated last week
- Gravitational-wave data analysis tools in Jax☆66Updated this week
- Likelihood-free AMortized Posterior Estimation with PyTorch☆126Updated 7 months ago
- Classifies galaxy morphology with Bayesian CNN☆97Updated 2 months ago
- A codebase dedicated to exploring multimodal learning approaches by integrating images of host galaxies of supernovae and their correspon…☆13Updated 2 months ago
- Convolutional Interactive Artificial Neural Networks by/for Astrophysicists☆47Updated last month
- Repository for "Galaxy spectroscopy without spectra: Galaxy properties from photometric images with conditional diffusion models" (ApJ) a…☆12Updated last month
- Differentiable and accelerated spherical transforms with JAX☆146Updated this week
- Transformer-guided diffusion for galaxy clustering. Code repository associated with https://arxiv.org/abs/2311.17141☆23Updated last year
- Machine learning assisted marginal likelihood (Bayesian evidence) estimation for Bayesian model selection☆60Updated last week
- Astronomical time series analysis with JAX☆57Updated this week
- Bare-bones implementations of some generative models in Jax: diffusion, normalizing flows, consistency models, flow matching, (beta)-VAEs…☆128Updated last year
- Galaxy images labelled by morphology (shape). Aimed at ML development and teaching.☆37Updated last year
- Notebook to go along with a lecture for the MIT course 8.16: Data Science in Physics on neural simulation-based inference.☆53Updated last year
- A package to describe amortized (conditional) normalizing-flow PDFs defined jointly on tensor products of manifolds with coverage control…☆43Updated last month
- Fine-tune a 7B LLM on cosmology datasets☆27Updated 5 months ago
- Neural network model for gravitational wave sky localization☆10Updated last year
- Implemenation of PQMass from Lemos et al. 2024☆13Updated 4 months ago
- Modern normalizing flows in Python. Simple to use and easily extensible.☆11Updated this week
- Code for data reduction and analysis of Galaxy Zoo 2☆14Updated 8 years ago
- ☆16Updated 4 years ago