DeepSSM: A Deep Learning Framework for Statistical Shape Modeling from Raw Images

28 September 2018

Papers citing "DeepSSM: A Deep Learning Framework for Statistical Shape Modeling from Raw Images"

34 / 34 papers shown

Title
CoRLD: Contrastive Representation Learning Of Deformable Shapes In Images Tonmoy Hossain Miaomiao Zhang 104 0 0 21 Mar 2025
Mesh2SSM++: A Probabilistic Framework for Unsupervised Learning of Statistical Shape Model of Anatomies from Surface Meshes Krithika S. Iyer Mokshagna Sai Teja Karanam Shireen Y. Elhabian 182 0 0 11 Feb 2025
Optimization-Driven Statistical Models of Anatomies using Radial Basis Function Shape Representation Hong Chao Xu Shireen Y. Elhabian 147 0 0 24 Nov 2024
SLoRD: Structural Low-Rank Descriptors for Shape Consistency in Vertebrae Segmentation Xin You Yixin Lou Minghui Zhang Chuyan Zhang Yun Gu 84 0 0 11 Jul 2024
Weakly Supervised Bayesian Shape Modeling from Unsegmented Medical Images Jadie Adams Krithika S. Iyer Shireen Y. Elhabian 59 2 0 15 May 2024
SCorP: Statistics-Informed Dense Correspondence Prediction Directly from Unsegmented Medical Images Krithika S. Iyer Jadie Adams Shireen Y. Elhabian MedIm 64 4 0 27 Apr 2024
MASSM: An End-to-End Deep Learning Framework for Multi-Anatomy Statistical Shape Modeling Directly From Images Janmesh Ukey Tushar Kataria Shireen Y. Elhabian MedIm 81 1 0 16 Mar 2024
Progressive DeepSSM: Training Methodology for Image-To-Shape Deep Models Abu Zahid Bin Aziz Jadie Adams Shireen Y. Elhabian 70 2 0 02 Oct 2023
Self-supervised Landmark Learning with Deformation Reconstruction and Cross-subject Consistency Objectives Chun-Hung Chao Marc Niethammer 47 1 0 09 Aug 2023
ADASSM: Adversarial Data Augmentation in Statistical Shape Models From Images Mokshagna Sai Teja Karanam Tushar Kataria Krithika S. Iyer Shireen Y. Elhabian MedIm 75 4 0 06 Jul 2023
Point2SSM: Learning Morphological Variations of Anatomies from Point Cloud Jadie Adams Shireen Y. Elhabian 3DPC 77 11 0 23 May 2023
Image2SSM: Reimagining Statistical Shape Models from Images with Radial Basis Functions Hong Chao Xu Shireen Y. Elhabian 67 5 0 19 May 2023
Mesh2SSM: From Surface Meshes to Statistical Shape Models of Anatomy Krithika S. Iyer Shireen Y. Elhabian 55 10 0 13 May 2023
Fully Bayesian VIB-DeepSSM Jadie Adams Shireen Y. Elhabian 59 10 0 09 May 2023
Can point cloud networks learn statistical shape models of anatomies? Jadie Adams Shireen Y. Elhabian 3DPC 101 6 0 09 May 2023
Multi-Target Landmark Detection with Incomplete Images via Reinforcement Learning and Shape Prior Kaiwen Wan Lei Li Dengqiang Jia Yuxin Li Wei Qian ... X. Mu Xin Gao Sijia Wang Fuping Wu Xiahai Zhuang 56 6 0 13 Jan 2023
pyssam -- a Python library for statistical modelling of biomedical shape and appearance Josh Williams A. Ozel U. Wolfram 21 1 0 11 Jan 2023
Predicting adverse outcomes following catheter ablation treatment for atrial fibrillation J. Quiroz D. Brieger Louisa R Jorm R. Sy B. Hsu B. Gallego 73 0 0 22 Nov 2022
Geo-SIC: Learning Deformable Geometric Shapes in Deep Image Classifiers Jian Wang Miaomiao Zhang 82 10 0 25 Oct 2022
From Images to Probabilistic Anatomical Shapes: A Deep Variational Bottleneck Approach Jadie Adams Shireen Y. Elhabian 135 19 0 13 May 2022
Improving anatomical plausibility in medical image segmentation via hybrid graph neural networks: applications to chest x-ray analysis Nicolás Gaggion Lucas Mansilla Candelaria Mosquera Diego H. Milone Enzo Ferrante MedIm 37 41 0 21 Mar 2022
Shape constrained CNN for segmentation guided prediction of myocardial shape and pose parameters in cardiac MRI Sofie Tilborghs J. Bogaert F. Maes 54 6 0 02 Mar 2022
Learning Population-level Shape Statistics and Anatomy Segmentation From Images: A Joint Deep Learning Model Wenzheng Tao Riddhish Bhalodia Shireen Y. Elhabian FedML 63 3 0 10 Jan 2022
Leveraging Unsupervised Image Registration for Discovery of Landmark Shape Descriptor Riddhish Bhalodia Shireen Y. Elhabian L. Kavan Ross T. Whitaker 37 5 0 13 Nov 2021
DeepSSM: A Blueprint for Image-to-Shape Deep Learning Models Riddhish Bhalodia Shireen Y. Elhabian Jadie Adams Wenzheng Tao L. Kavan R. Whitaker MedIm 142 25 0 14 Oct 2021
Hybrid graph convolutional neural networks for landmark-based anatomical segmentation Nicolás Gaggion Lucas Mansilla Diego H. Milone Enzo Ferrante MedIm 59 8 0 17 Jun 2021
Deep Implicit Statistical Shape Models for 3D Medical Image Delineation Ashwin Raju S. Miao Mei Han Le Lu Junzhou Huang Adam P. Harrison 3DV MedIm 57 33 0 07 Apr 2021
Annotation-Efficient Learning for Medical Image Segmentation based on Noisy Pseudo Labels and Adversarial Learning Lu Wang D. Guo Guotai Wang Shaoting Zhang MedIm GAN 60 30 0 29 Dec 2020
Atlas-ISTN: Joint Segmentation, Registration and Atlas Construction with Image-and-Spatial Transformer Networks Matthew Sinclair A. Schuh K. Hahn K. Petersen Ying Bai James Batten M. Schaap Ben Glocker 74 32 0 18 Dec 2020
Probabilistic 3D surface reconstruction from sparse MRI information Katarína Tóthová Sarah Parisot Matthew Lee Esther Puyol-Antón A. King Marc Pollefeys E. Konukoglu 3DV 42 20 0 05 Oct 2020
Uncertain-DeepSSM: From Images to Probabilistic Shape Models Jadie Adams Riddhish Bhalodia Shireen Y. Elhabian 46 24 0 13 Jul 2020
Self-Supervised Discovery of Anatomical Shape Landmarks Riddhish Bhalodia L. Kavan Ross T. Whitaker 60 10 0 13 Jun 2020
CoopSubNet: Cooperating Subnetwork for Data-Driven Regularization of Deep Networks under Limited Training Budgets Riddhish Bhalodia Shireen Y. Elhabian L. Kavan Ross T. Whitaker 18 1 0 13 Jun 2019
Super-realtime facial landmark detection and shape fitting by deep regression of shape model parameters M. Kopaczka Justus Schock Dorit Merhof 3DPC CVBM 49 12 0 09 Feb 2019