Mumford-Shah Loss Functional for Image Segmentation with Deep Learning

v1v2 (latest)

Mumford-Shah Loss Functional for Image Segmentation with Deep Learning

5 April 2019

ArXiv (abs)PDF HTML

Papers citing "Mumford-Shah Loss Functional for Image Segmentation with Deep Learning"

19 / 19 papers shown

Title
Estimating Appearance Models for Image Segmentation via Tensor Factorization J. F. R. Neto 130 0 0 16 Aug 2022
Unsupervised Segmentation of 3D Medical Images Based on Clustering and Deep Representation Learning Takayasu Moriya H. Roth S. Nakamura H. Oda Kai Nagara M. Oda K. Mori 37 52 0 11 Apr 2018
Adversarial Learning for Semi-Supervised Semantic Segmentation Wei-Chih Hung Yi-Hsuan Tsai Yan-Ting Liou Yen-Yu Lin Ming-Hsuan Yang GAN SSeg 113 552 0 22 Feb 2018
W-Net: A Deep Model for Fully Unsupervised Image Segmentation Xide Xia Brian Kulis SSeg 45 254 0 22 Nov 2017
SceneCut: Joint Geometric and Object Segmentation for Indoor Scenes Trung T. Pham Thanh-Toan Do Niko Sünderhauf Ian Reid 57 41 0 21 Sep 2017
Reformulating Level Sets as Deep Recurrent Neural Network Approach to Semantic Segmentation Ngan Le Kha Gia Quach Khoa Luu Marios Savvides Chenchen Zhu 53 71 0 12 Apr 2017
Automatic Liver and Lesion Segmentation in CT Using Cascaded Fully Convolutional Neural Networks and 3D Conditional Random Fields P. Christ M. Elshaer Florian Ettlinger S. Tatavarty Marc Bickel ... Felix O. Hofmann M. D’Anastasi Wieland H. Sommer Seyed-Ahmad Ahmadi Bjoern Menze MedIm 61 633 0 07 Oct 2016
DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFs Liang-Chieh Chen George Papandreou Iasonas Kokkinos Kevin Patrick Murphy Alan Yuille SSeg 251 18,240 0 02 Jun 2016
Fully Convolutional Networks for Semantic Segmentation Evan Shelhamer Jonathan Long Trevor Darrell VOS SSeg 741 37,862 0 20 May 2016
A Fully Convolutional Neural Network for Cardiac Segmentation in Short-Axis MRI Phi Vu Tran 42 314 0 02 Apr 2016
Multi-Scale Context Aggregation by Dilated Convolutions Feng Yu V. Koltun SSeg 268 8,446 0 23 Nov 2015
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation Vijay Badrinarayanan Alex Kendall R. Cipolla SSeg 1.1K 15,802 0 02 Nov 2015
Decoupled Deep Neural Network for Semi-supervised Semantic Segmentation Seunghoon Hong Hyeonwoo Noh Bohyung Han SSeg 113 338 0 16 Jun 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.8K 77,196 0 18 May 2015
Learning Deconvolution Network for Semantic Segmentation Hyeonwoo Noh Seunghoon Hong Bohyung Han SSeg 232 4,178 0 17 May 2015
BoxSup: Exploiting Bounding Boxes to Supervise Convolutional Networks for Semantic Segmentation Jifeng Dai Kaiming He Jian Sun 188 1,045 0 05 Mar 2015
Weakly- and Semi-Supervised Learning of a DCNN for Semantic Image Segmentation George Papandreou Liang-Chieh Chen Kevin Patrick Murphy Alan Yuille SSeg 103 918 0 09 Feb 2015
From Image-level to Pixel-level Labeling with Convolutional Networks Pedro H. O. Pinheiro R. Collobert SSeg VLM 72 53 0 23 Nov 2014
Efficient Inference in Fully Connected CRFs with Gaussian Edge Potentials Philipp Krahenbuhl V. Koltun 132 3,452 0 20 Oct 2012