Semi-supervised learning with progressive unlabeled data excavation for label-efficient surgical workflow recognition

Rubik’s Cube+: A self-supervised feature learning framework for 3D medical image analysis

(2020) Jiuwen Zhu et al.   MEDICAL IMAGE ANALYSIS

Uncertainty-aware multi-view co-training for semi-supervised medical image segmentation and domain adaptation

(2020) Yingda Xia et al.   MEDICAL IMAGE ANALYSIS

Machine and deep learning for workflow recognition during surgery

(2019) Nicolas Padoy   MINIMALLY INVASIVE THERAPY & ALLIED TECHNOLOGIES

Not-so-supervised: a survey of semi-supervised, multi-instance, and transfer learning in medical image analysis

(2019) Veronika Cheplygina et al.   MEDICAL IMAGE ANALYSIS

Segmenting and classifying activities in robot-assisted surgery with recurrent neural networks

(2019) Robert DiPietro et al.   International Journal of Computer Assisted Radiology and Surgery

Active learning using deep Bayesian networks for surgical workflow analysis

(2019) Sebastian Bodenstedt et al.   International Journal of Computer Assisted Radiology and Surgery

Explainable cardiac pathology classification on cine MRI with motion characterization by semi-supervised learning of apparent flow

(2019) Qiao Zheng et al.   MEDICAL IMAGE ANALYSIS

Semi-supervised adversarial model for benign–malignant lung nodule classification on chest CT

(2019) Yutong Xie et al.   MEDICAL IMAGE ANALYSIS

Semi-supervised mp-MRI data synthesis with StitchLayer and auxiliary distance maximization

(2019) Zhiwei Wang et al.   MEDICAL IMAGE ANALYSIS

Graph temporal ensembling based semi-supervised convolutional neural network with noisy labels for histopathology image analysis

(2019) Xiaoshuang Shi et al.   MEDICAL IMAGE ANALYSIS

Removing segmentation inconsistencies with semi-supervised non-adjacency constraint

(2019) Pierre-Antoine Ganaye et al.   MEDICAL IMAGE ANALYSIS

SV-RCNet: Workflow Recognition From Surgical Videos Using Recurrent Convolutional Network

(2018) Yueming Jin et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

EndoNet: A Deep Architecture for Recognition Tasks on Laparoscopic Videos

(2017) Andru P. Twinanda et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Vision-based and marker-less surgical tool detection and tracking: a review of the literature

(2017) David Bouget et al.   MEDICAL IMAGE ANALYSIS

Automatic data-driven real-time segmentation and recognition of surgical workflow

(2016) Olga Dergachyova et al.   International Journal of Computer Assisted Radiology and Surgery

Statistical modeling and recognition of surgical workflow

(2010) Nicolas Padoy et al.   MEDICAL IMAGE ANALYSIS