Deep Learning with Topological Signatures

Deep Learning with Topological Signatures

13 July 2017

Christoph Hofer

Marc Niethammer

Papers citing "Deep Learning with Topological Signatures"

11 / 11 papers shown

Title
Revisiting Point Cloud Completion: Are We Ready For The Real-World? Stuti Pathak Prashant Kumar Nicholus Mboga Gunther Steenackers R. Penne Rudi Penne 367 0 0 26 Nov 2024
TopoDiffusionNet: A Topology-aware Diffusion Model Saumya Gupta Dimitris Samaras Chong Chen DiffM 77 4 0 22 Oct 2024
D-GRIL: End-to-End Topological Learning with 2-parameter Persistence Soham Mukherjee Shreyas N. Samaga Cheng Xin Steve Oudot Tamal K. Dey 109 6 0 11 Jun 2024
PointNet: Deep Learning on Point Sets for 3D Classification and Segmentation C. Qi Hao Su Kaichun Mo Leonidas Guibas 3DH 3DPC 3DV PINN 383 14,191 0 02 Dec 2016
Learning Convolutional Neural Networks for Graphs Mathias Niepert Mohamed Ahmed Konstantin Kutzkov GNN SSL 80 2,150 0 17 May 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.2K 192,638 0 10 Dec 2015
Persistence Images: A Stable Vector Representation of Persistent Homology Henry Adams Sofya Chepushtanova Tegan H. Emerson Eric M. Hanson Michael Kirby Francis C. Motta R. Neville C. Peterson Patrick D. Shipman Lori Ziegelmeier 52 674 0 22 Jul 2015
A Stable Multi-Scale Kernel for Topological Machine Learning Jan Reininghaus Stefan Huber Ulrich Bauer Roland Kwitt 42 345 0 21 Dec 2014
Stochastic Convergence of Persistence Landscapes and Silhouettes Frédéric Chazal Brittany Terese Fasy F. Lecci Alessandro Rinaldo Larry A. Wasserman 57 184 0 02 Dec 2013
Persistent Homology Transform for Modeling Shapes and Surfaces Katharine Turner S. Mukherjee D. Boyer 53 190 0 03 Oct 2013
Statistical topological data analysis using persistence landscapes Peter Bubenik 134 851 0 27 Jul 2012