Janus Sphere Innovations

Janus Sphere Innovations is a research-driven engineering initiative focused on next-generation imaging systems, AI-driven reconstruction pipelines, and scientific computing infrastructure.

🔬 Focus Areas

• Ray-by-Ray Computed Tomography (RBYRCT)
• Low-dose, high-resolution imaging systems
• Machine learning for reconstruction and inference
• Simulation-driven scientific computing

🧠 What We Build

We develop systems that combine:

• Physics-based simulation (e.g., ray tracing, Monte Carlo methods)
• Machine learning models for reconstruction and denoising
• Backend infrastructure for scalable experimentation and deployment

🤗 Hugging Face Presence

This organization hosts models, datasets, and experiments related to:

• RBYRCT reconstruction pipelines
• Imaging datasets and simulation outputs
• ML models for inverse problems and structured inference

🚧 Current Work

• MART-based reconstruction pipelines for sparse-view CT
• AI-assisted imaging workflows
• Experimental pipelines integrating simulation + ML

🔗 Links

• Website: https://hussainather.com
• GitHub: https://github.com/HussainAther
• LinkedIn: https://www.linkedin.com/company/106438046/

We are actively exploring how AI + physics can reshape imaging, diagnostics, and scientific discovery.