NVIDIA Unveils Cosmos-H-Dreams Real-Time Surgical Simulator
NVIDIA has unveiled Cosmos-H-Dreams, a generative simulator for surgical robotics that operates in real-time and is action-conditioned. This new system builds upon the Cosmos-H-Surgical-Simulator, which creates future surgical videos based on initial scenes and robotic actions. Cosmos-H-Dreams refines this capability into a concise student model utilizing the FlashDreams accelerated inference library. It runs on a single NVIDIA RTX PRO 6000 GPU, achieving around 160 frames per second for interactive control by either humans or learned policies. Tailored for the da Vinci Research Kit (dVRK) tabletop suturing, it integrates with CMR Surgical's Versius surgeon controller. The distillation employs a teacher-to-student framework with self-forcing supervision for autoregressive generation. Cosmos-H-Dreams features interfaces like a browser client via WebRTC, a Meta Quest client using WebXR, and direct links to surgical policies, while also allowing for extensibility and custom dataset training. It aims to facilitate offline policy evaluation, synthetic data creation, and potential future uses such as latency-aware telesurgery and interactive surgical rehearsal.
Key facts
- Cosmos-H-Dreams is a real-time generative simulator for surgical robotics.
- It distills the Cosmos-H-Surgical-Simulator into a causal few-step student model.
- Served through FlashDreams, NVIDIA's accelerated streaming-inference library.
- Runs on a single NVIDIA RTX PRO 6000 GPU at ~160 frames per second.
- Specialized for da Vinci Research Kit (dVRK) tabletop suturing.
- Integrated with CMR Surgical's Versius surgeon controller.
- Uses self-forcing distillation to handle autoregressive generation.
- Supports browser, Meta Quest, and policy-based interfaces.
Entities
Institutions
- NVIDIA
- CMR Surgical
- Cambridge Consultants
- Open-H-Embodiment
- JHU (Johns Hopkins University)