Page • The Cosmic Collaboratory is as an effort to establish a community of practitioners in the niche of Machine Learning (ML) for Space Domain Awareness (SDA). While some models are available as completely open-source software, others have more restricted access (e.g. USG-only), and may not be suited for an open-source platform...
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Page • General Questions Please contact us at: wg-cosmic-collaboratory@sandia.gov Once a submission is received we will respond and begin the process of adding your model to the Cosmic Collaboratory!
Fullres IQR Low SNR
Post, August 14, 2025 • Fullres IQR Low SNRSimple CNN for real-time embedded inference on FPGA Fullres model trained with IQR rolloff on Low SNR data, featured in "Backbone Architecture for SDA" AMOS 2024. Access the model and artifacts in Inteldocs Reference
Models
Page • Want to submit a model? Get started here
ResNet IQR Low SNR
Post, August 14, 2025 • Resnet IQR Low SNRProven CNN architecture Residual Network trained on low SNR data with IQR rolloff. Access the model and artifacts in Inteldocs Reference
Swin IQR Low SNR
Post, August 21, 2025 • Swin IQR Low SNRResnet-like Shifted Window Transformer Shifted Window Transformer trained on low SNR data with IQR rolloff. Access the model and artifacts in Inteldocs Reference
U-Net IQR Low SNR
Post, August 14, 2025 • U-Net IQR Low SNRHigh resolution CNN High resolution U-Net trained on low SNR data with IQR rolloff. Access the model and artifacts in Inteldocs Reference
ViT IQR Low SNR
Post, August 21, 2025 • ViT IQR Low SNRVision Transformer Vision Transformer trained on low SNR data with IQR rolloff. Access the model and artifacts in Inteldocs Reference
Welcome to the Cosmic Collaboratory:
Page • Cosmic Collaboratory Want to submit a model? Get started here About the Collaboratory The Cosmic Collaboratory is an effort to establish a community of practitioners in the niche of Machine Learning (ML) for Space Domain Awareness (SDA). While some models are available as completely open-source software, others have more restricted...
XCiT IQR Low SNR
Post, August 21, 2025 • XCiT IQR Low SNRCross-Covariance Image Transformer XCiT (Cross-Covariance Image Transformer) trained on Low SNR data with IQR rolloff. Access the model and artifacts in Inteldocs Reference