Mariana Magnus Smith

Johns Hopkins University

Papers

1

Total Citations

2

H-Index

1

About

Dr. Mariana Magnus Smith is a pioneer at the intersection of computer vision and surgical robotics, specializing in monocular 3D reconstruction for autonomous medical interventions. Her most impactful work, "From Monocular Vision to Autonomous Action: Guiding Tumor Resection via 3D Reconstruction," introduces a paradigm shift in how surgical systems perceive anatomy. By demonstrating that a single, compact camera—rather than bulky depth sensors—can generate precise 3D maps for guiding tumor resection, Dr. Smith addresses a critical bottleneck in translating automation to space-constrained clinical environments. This contribution has already garnered early citations, signaling its foundational role in the field. Her research uniquely bridges the gap between visual perception and autonomous action, enabling minimally invasive procedures with enhanced accuracy and safety. Dr. Smith’s work stands out for its practical focus on real-world surgical constraints, promising to make robotic assistance more accessible in operating rooms. As her citation count grows, she is establishing herself as a leading voice in vision-guided surgical autonomy, with implications for everything from neurosurgery to laparoscopic oncology.

Research Focus

Key Achievements

1
H-Index
1
Papers
2
Total Citations
2
Avg Citations/Paper
🏆 Most Cited Paper
From Monocular Vision to Autonomous Action: Guiding Tumor Resection via 3D Reconstruction
2 citations · 2025
📈 Most Prolific Year: 2025 (1 Papers)
🤝 Key Collaborators: 16
🏛 Institutions: Johns Hopkins University

Top Papers

  1. 1

Key Collaborators

Contact & Links

Available for collaboration
Content generated · 10 days ago