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20242026
most citedSurgRIPE challenge: Benchmark of Surgical Robot Instrument Pose Estimation

7 citations · 8 across the 6 of their papers we have counts for

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cs.CV2026

PICO: Projection-Informed Consistency Optimisation for 6DoF Surgical Tool Pose Estimation

Lucy Fothergill, Pietro Valdastri, Dominic Jones +1

Purpose: Accurate 6 DoF pose estimation of surgical tools is critical for automa- tion, robotic proprioception, and safe interaction with the tissue operated on. Kinematics-based a…

cs.CV2025

Surg-InvNeRF: Invertible NeRF for 3D tracking and reconstruction in surgical vision

Gerardo Loza, Junlei Hu, Dominic Jones +2

We proposed a novel test-time optimisation (TTO) approach framed by a NeRF-based architecture for long-term 3D point tracking. Most current methods in point tracking struggle to ob…

cs.CV2025

NeeCo: Image Synthesis of Novel Instrument States Based on Dynamic and Deformable 3D Gaussian Reconstruction

Tianle Zeng, Junlei Hu, Gerardo Loza Galindo +4

Computer vision-based technologies significantly enhance surgical automation by advancing tool tracking, detection, and localization. However, Current data-driven approaches are da…

cs.CV2025★ 7 cited

SurgRIPE challenge: Benchmark of Surgical Robot Instrument Pose Estimation

Haozheng Xu, Alistair Weld, Chi Xu +16

Accurate instrument pose estimation is a crucial step towards the future of robotic surgery, enabling applications such as autonomous surgical task execution. Vision-based methods…

cs.CV2024

Realistic Surgical Image Dataset Generation Based On 3D Gaussian Splatting

Tianle Zeng, Gerardo Loza Galindo, Junlei Hu +2

Computer vision technologies markedly enhance the automation capabilities of robotic-assisted minimally invasive surgery (RAMIS) through advanced tool tracking, detection, and loca…