SPINEPS—automatic whole spine segmentation of T2-weighted MR images using a two-phase approach to multi-class semantic and instance segmentation
Sign Up to like & getrecommendations! Published in 2024 at "European Radiology"
DOI: 10.1007/s00330-024-11155-y
Abstract: Introducing SPINEPS, a deep learning method for semantic and instance segmentation of 14 spinal structures (ten vertebra substructures, intervertebral discs, spinal cord, spinal canal, and sacrum) in whole-body sagittal T2-weighted turbo spin echo images. This… read more here.
Keywords: instance segmentation; semantic instance; instance; segmentation ... See more keywords
Semantic-to-instance top-down analysis of complex industrial pipelines in 3D point cloud scenarios
Sign Up to like & getrecommendations! Published in 2025 at "Measurement Science and Technology"
DOI: 10.1088/1361-6501/ae11ca
Abstract: Pipelines are common and critical components in some complex industrial equipment, characterized by intricate bending patterns and hierarchical distributions across irregular surfaces. Segmenting pipeline instances from the background for further inspection is a challenging task.… read more here.
Keywords: semantic instance; instance; pipeline; point cloud ... See more keywords
WSSIC-Net: Weakly-Supervised Semantic Instance Completion of 3D Point Cloud Scenes
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Transactions on Image Processing"
DOI: 10.1109/tip.2024.3520013
Abstract: Semantic instance completion aims to recover the complete 3D shapes of foreground objects together with their labels from a partial 2.5D scan of a scene. Previous works have relied on full supervision, which requires ground-truth… read more here.
Keywords: semantic instance; instance completion; completion; weakly supervised ... See more keywords
A graph-based approach for simultaneous semantic and instance segmentation of plant 3D point clouds
Sign Up to like & getrecommendations! Published in 2022 at "Frontiers in Plant Science"
DOI: 10.3389/fpls.2022.1012669
Abstract: Accurate simultaneous semantic and instance segmentation of a plant 3D point cloud is critical for automatic plant phenotyping. Classically, each organ of the plant is detected based on the local geometry of the point cloud,… read more here.
Keywords: semantic instance; simultaneous semantic; segmentation plant; segmentation ... See more keywords