Papers

15

Total Citations

1,410

H-Index

10

About

Justin Kerr is a leading researcher at the intersection of computer vision, graphics, and robotics, best known for his foundational work on Neural Radiance Fields (NeRF) and their application to real-world manipulation. He is the lead author of **Nerfstudio** (528 citations), a modular PyTorch framework that has become the de facto standard for NeRF development, dramatically accelerating research by providing a plug-and-play ecosystem. Kerr’s work bridges the gap between 3D scene representation and robotic perception. His **LERF** (291 citations) pioneered grounding natural language queries directly into 3D radiance fields, enabling robots to understand and interact with environments based on semantic descriptions. Demonstrating a knack for tackling notoriously hard problems, he developed **Dex-NeRF** (61 citations) to enable robotic grasping of transparent objects—a challenge that stymies conventional depth sensors. Earlier, his **PRIMAL** (399 citations) advanced multi-agent pathfinding using reinforcement and imitation learning, addressing scalability in warehouse automation. Kerr’s portfolio also includes innovative work in surgical robotics (learning to handle unmodified needles) and autonomous cable untangling, showcasing his ability to translate cutting-edge 3D representations into practical robotic solutions. His research consistently pushes the boundaries of how neural fields can empower robots to perceive and manipulate complex, unstructured environments.

Research Focus

Key Achievements

10
H-Index
15
Papers
1,410
Total Citations
94
Avg Citations/Paper
🏆 Most Cited Paper
Nerfstudio: A Modular Framework for Neural Radiance Field Development
528 citations · 2023
📈 Most Prolific Year: 2023 (5 Papers)
🤝 Key Collaborators: 68
🏛 Institutions: University of California, Berkeley, Carnegie Mellon University, Baton Rouge Clinic, Berkeley Systems (United States)

Top Papers

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Key Collaborators

Contact & Links

Available for collaboration
Content generated · 13 days ago