activity
20142022
most citedSelf-supervised Learning for Dense Depth Estimation in Monocular Endoscopy

34 citations · 87 across the 11 of their papers we have counts for

collaborators

12 papers

cs.CV2022

SAGE: SLAM with Appearance and Geometry Prior for Endoscopy

Xingtong Liu, Zhaoshuo Li, Masaru Ishii +3

In endoscopy, many applications (e.g., surgical navigation) would benefit from a real-time method that can simultaneously track the endoscope and reconstruct the dense 3D geometry…

cs.CV2020

Learning Representations of Endoscopic Videos to Detect Tool Presence Without Supervision

David Z. Li, Masaru Ishii, Russell H. Taylor +2

In this work, we explore whether it is possible to learn representations of endoscopic video frames to perform tasks such as identifying surgical tool presence without supervision.…

cs.CV2020★ 5 cited

Extremely Dense Point Correspondences using a Learned Feature Descriptor

Xingtong Liu, Yiping Zheng, Benjamin Killeen +4

High-quality 3D reconstructions from endoscopy video play an important role in many clinical applications, including surgical navigation where they enable direct video-CT registrat…

cs.CV2020★ 3 cited

Reconstructing Sinus Anatomy from Endoscopic Video -- Towards a Radiation-free Approach for Quantitative Longitudinal Assessment

Xingtong Liu, Maia Stiber, Jindan Huang +4

Reconstructing accurate 3D surface models of sinus anatomy directly from an endoscopic video is a promising avenue for cross-sectional and longitudinal analysis to better understan…

cs.CV2019★ 1 cited

Self-supervised Dense 3D Reconstruction from Monocular Endoscopic Video

Xingtong Liu, Ayushi Sinha, Masaru Ishii +3

We present a self-supervised learning-based pipeline for dense 3D reconstruction from full-length monocular endoscopic videos without a priori modeling of anatomy or shading. Our m…

cs.CV2019★ 7 cited

Dense Depth Estimation in Monocular Endoscopy with Self-supervised Learning Methods

Xingtong Liu, Ayushi Sinha, Masaru Ishii +4

We present a self-supervised approach to training convolutional neural networks for dense depth estimation from monocular endoscopy data without a priori modeling of anatomy or sha…

cs.CV2018★ 34 cited

Self-supervised Learning for Dense Depth Estimation in Monocular Endoscopy

Xingtong Liu, Ayushi Sinha, Mathias Unberath +4

We present a self-supervised approach to training convolutional neural networks for dense depth estimation from monocular endoscopy data without a priori modeling of anatomy or sha…

cs.CV2018

Towards automatic initialization of registration algorithms using simulated endoscopy images

Ayushi Sinha, Masaru Ishii, Russell H. Taylor +2

Registering images from different modalities is an active area of research in computer aided medical interventions. Several registration algorithms have been developed, many of whi…

eess.IV2018★ 18 cited

Endoscopic navigation in the absence of CT imaging

Ayushi Sinha, Xingtong Liu, Austin Reiter +3

Clinical examinations that involve endoscopic exploration of the nasal cavity and sinuses often do not have a reference image to provide structural context to the clinician. In thi…

cs.CV2016★ 11 cited

Anatomically Constrained Video-CT Registration via the V-IMLOP Algorithm

Seth D. Billings, Ayushi Sinha, Austin Reiter +4

Functional endoscopic sinus surgery (FESS) is a surgical procedure used to treat acute cases of sinusitis and other sinus diseases. FESS is fast becoming the preferred choice of tr…

cs.CY2016★ 4 cited

Perspectives on Surgical Data Science

S. Swaroop Vedula, Masaru Ishii, Gregory D. Hager

The availability of large amounts of data together with advances in analytical techniques afford an opportunity to address difficult challenges in ensuring that healthcare is safe,…

cs.CV2014★ 4 cited

Automated Objective Surgical Skill Assessment in the Operating Room Using Unstructured Tool Motion

Piyush Poddar, Narges Ahmidi, S. Swaroop Vedula +3

Previous work on surgical skill assessment using intraoperative tool motion in the operating room (OR) has focused on highly-structured surgical tasks such as cholecystectomy. Furt…