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Track2Map system enhances 3D reconstruction in robotic surgery

By PulseAugur Editorial · [3 sources] ·

Researchers have developed Track2Map, a novel online system for 3D reconstruction in robotic surgery. This method utilizes Gaussian splatting to jointly optimize camera trajectory and scene representation directly from surgical video, overcoming limitations of offline pipelines that rely on accurate prior camera trajectories. Track2Map is designed to be robust even when these priors are missing or noisy, functioning as a Simultaneous Localization and Mapping (SLAM) system. It incorporates a track-anchored deformation initialization and uses track statistics to differentiate camera motion from tissue deformation, improving reconstruction quality and camera trajectory accuracy. AI

IMPACT Enhances precision and robustness in robotic surgery by improving 3D reconstruction capabilities.

RANK_REASON The cluster contains a research paper published on arXiv detailing a new method for robotic surgery.

Read on arXiv cs.AI →

AI-generated summary · Google Gemini · from 3 sources. How we write summaries →

Track2Map system enhances 3D reconstruction in robotic surgery

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The cluster contains a research paper published on arXiv detailing a new method for robotic surgery.
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COVERAGE [3]

  1. arXiv cs.AI TIER_1 English(EN) · Tianyi Song, Sierra Bonilla, Xinwei Ju, Evangelos Mazomenos, Danail Stoyanov, Adam Schmidt, Omid Mohareri, Sophia Bano, Francisco Vasconcelos ·

    Track2Map: Online Deformable SLAM with Motion-Aware Pose Optimization in Robotic Surgery

    arXiv:2607.08408v1 Announce Type: cross Abstract: Gaussian splatting is the current state-of-the-art for dense, deformable 3D anatomy reconstruction in robot-assisted minimally invasive surgery (RAMIS); however, most pipelines are offline and depend on accurate camera trajectory …

  2. arXiv cs.AI TIER_1 English(EN) · Francisco Vasconcelos ·

    Track2Map: Online Deformable SLAM with Motion-Aware Pose Optimization in Robotic Surgery

    Gaussian splatting is the current state-of-the-art for dense, deformable 3D anatomy reconstruction in robot-assisted minimally invasive surgery (RAMIS); however, most pipelines are offline and depend on accurate camera trajectory priors (often from robotic kinematics), limiting a…

  3. Hugging Face Daily Papers TIER_1 English(EN) ·

    Track2Map: Online Deformable SLAM with Motion-Aware Pose Optimization in Robotic Surgery

    Gaussian splatting is the current state-of-the-art for dense, deformable 3D anatomy reconstruction in robot-assisted minimally invasive surgery (RAMIS); however, most pipelines are offline and depend on accurate camera trajectory priors (often from robotic kinematics), limiting a…

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