… the video is examined individually by the endoscopic expert … of endoscopic videos based
on a manifold learning approach… Learning the manifold: In this work, we use the local manifold …

… of endoscopic videos. This new representation, called “endoscopic video manifolds” (EVMs) …
by learning the low dimensional manifold of an endoscopic video. Our proposed framework …

… the video is examined individually by the endoscopic expert … of endoscopic videos based
on a manifold learning approach… Learning the manifold: In this work, we use the local manifold …

… and manifold mixup schemes to localize and classify endoscopic images and video
frames. The proposed method allows us to develop a pipeline for endoscopy video sequence …

… We know that the local surface around a point in a smooth 2-manifold can be approximately
presented by a quadratic Monge Patch \(h:U\rightarrow \mathbb {R} ^3\), where U defines a …

… manifold backgrounds have picked up on the idea of processing and automatically analyzing
the inherently available video signal that is produced by the endoscopic … recorded videos is …

… In this paper, two SNN are trained using manifold mixup for localizing endoscopy on 78 CE
and 27 WCE images. The trained systems are based on distance metric learning procedures, …

… Moreover, we explore how this endoscopy simulator can empower downstream video …
endoscopy video simulator and create an extensive array of high-quality endoscopy videos, thus …

… novel disparity estimation pipeline is proposed for 3D reconstruction of dynamic soft tissues
in minimally invasive surgery (MIS), which uses a deep generative network to learn manifold …

… -linear manifold structure of an endoscopic video and to perform the clustering on this low
dimensional space. In this work, we approximate the manifold underlying an endoscopic video …