Efficient piecewise training of deep structured models for semantic segmentation

4 April 2015

Guosheng Lin

Chunhua Shen

Papers citing "Efficient piecewise training of deep structured models for semantic segmentation"

50 / 356 papers shown

Title
Bottom-up Instance Segmentation using Deep Higher-Order CRFs Anurag Arnab Philip Torr SSeg 17 52 0 08 Sep 2016
UberNet: Training a `Universal' Convolutional Neural Network for Low-, Mid-, and High-Level Vision using Diverse Datasets and Limited Memory Iasonas Kokkinos SSeg SSL 39 669 0 07 Sep 2016
Radiation Search Operations using Scene Understanding with Autonomous UAV and UGV Gordon A. Christie Adam Shoemaker K. Kochersberger Pratap Tokekar Lance McLean Alexander Leonessa 21 85 0 31 Aug 2016
Semantically Guided Depth Upsampling N. Schneider Lukas Schneider Peter Pinggera Uwe Franke Marc Pollefeys Christoph Stiller MDE 16 79 0 02 Aug 2016
Multi-level Contextual RNNs with Attention Model for Scene Labeling Heng Fan Xue Mei Danil Prokhorov Haibin Ling 43 49 0 08 Jul 2016
Deep Learning Markov Random Field for Semantic Segmentation Ziwei Liu Xiaoxiao Li Ping Luo Chen Change Loy Xiaoou Tang 3DV 34 159 0 23 Jun 2016
Fully Convolutional Networks for Dense Semantic Labelling of High-Resolution Aerial Imagery Jamie Sherrah SSeg 13 361 0 08 Jun 2016
Convolutional Neural Fabrics Shreyas Saxena Jakob Verbeek 24 225 0 08 Jun 2016
Deep Learning Convolutional Networks for Multiphoton Microscopy Vasculature Segmentation Petteri Teikari Marc A. Santos Charissa Poon K. Hynynen 3DV 16 48 0 08 Jun 2016
Better Image Segmentation by Exploiting Dense Semantic Predictions Qiyang Zhao Lewis D. Griffin SSeg 13 2 0 05 Jun 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 74 18,038 0 02 Jun 2016
Recurrent Fully Convolutional Networks for Video Segmentation Sepehr Valipour Mennatullah Siam Martin Jägersand Nilanjan Ray VOS 24 89 0 01 Jun 2016
Convolutional Random Walk Networks for Semantic Image Segmentation Gedas Bertasius Lorenzo Torresani Stella X. Yu Jianbo Shi SSeg 13 132 0 24 May 2016
Fast Semantic Image Segmentation with High Order Context and Guided Filtering Falong Shen Gang Zeng SSeg 18 10 0 13 May 2016
Estimating Depth from Monocular Images as Classification Using Deep Fully Convolutional Residual Networks Yuanzhouhan Cao Zifeng Wu Chunhua Shen MDE 33 399 0 08 May 2016
Laplacian Pyramid Reconstruction and Refinement for Semantic Segmentation Golnaz Ghiasi Charless C. Fowlkes SSeg 26 49 0 08 May 2016
Crowd Counting via Weighted VLAD on Dense Attribute Feature Maps Biyun Sheng Chunhua Shen Guosheng Lin Jun Li Wankou Yang Changyin Sun 9 101 0 29 Apr 2016
Pixel-level Encoding and Depth Layering for Instance-level Semantic Labeling J. Uhrig Marius Cordts Uwe Franke Thomas Brox SSeg 27 174 0 18 Apr 2016
The Cityscapes Dataset for Semantic Urban Scene Understanding Marius Cordts Mohamed Omran Sebastian Ramos Timo Rehfeld Markus Enzweiler Rodrigo Benenson Uwe Franke Stefan Roth Bernt Schiele 26 11,461 0 06 Apr 2016
Variational reaction-diffusion systems for semantic segmentation Paul Vernaza DiffM 16 0 0 01 Apr 2016
Fast, Exact and Multi-Scale Inference for Semantic Image Segmentation with Deep Gaussian CRFs Siddhartha Chandra Iasonas Kokkinos 13 187 0 28 Mar 2016
Simple Does It: Weakly Supervised Instance and Semantic Segmentation Anna Khoreva Rodrigo Benenson J. Hosang Matthias Hein Bernt Schiele WSOD VLM ISeg 18 741 0 24 Mar 2016
Weakly-Supervised Semantic Segmentation using Motion Cues P. Tokmakov Alahari Karteek Cordelia Schmid 22 56 0 23 Mar 2016
First Person Action-Object Detection with EgoNet Gedas Bertasius H. Park Stella X. Yu Jianbo Shi EgoV 12 57 0 15 Mar 2016
Combining the Best of Convolutional Layers and Recurrent Layers: A Hybrid Network for Semantic Segmentation Zhicheng Yan Huan Zhang Yangqing Jia Thomas Breuel Yizhou Yu SSeg 27 41 0 15 Mar 2016
Pushing the Limits of Deep CNNs for Pedestrian Detection Qichang Hu Peng Wang Chunhua Shen Anton van den Hengel Fatih Porikli 8 94 0 15 Mar 2016
Deep Interactive Object Selection N. Xu Brian L. Price Scott D. Cohen Jimei Yang Thomas Huang 9 427 0 13 Mar 2016
Exploring Context with Deep Structured models for Semantic Segmentation Guosheng Lin Chunhua Shen Anton van den Hengel Ian Reid SSeg 101 125 0 10 Mar 2016
Global Deconvolutional Networks for Semantic Segmentation Vladimir Nekrasov Janghoon Ju Jaesik Choi SSeg 31 12 0 12 Feb 2016
Discriminative Training of Deep Fully-connected Continuous CRF with Task-specific Loss Fayao Liu Guosheng Lin Chunhua Shen 21 24 0 28 Jan 2016
Affinity CNN: Learning Pixel-Centric Pairwise Relations for Figure/Ground Embedding Michael Maire T. Narihira Stella X. Yu 13 69 0 09 Dec 2015
Higher Order Conditional Random Fields in Deep Neural Networks Anurag Arnab Sadeep Jayasumana Shuai Zheng Philip Torr SSeg 4 230 0 25 Nov 2015
Pushing the Boundaries of Boundary Detection using Deep Learning Iasonas Kokkinos 13 231 0 23 Nov 2015
Multi-Scale Context Aggregation by Dilated Convolutions Feng Yu V. Koltun SSeg 8 8,395 0 23 Nov 2015
Learning High-level Prior with Convolutional Neural Networks for Semantic Segmentation Haitian Zheng Yebin Liu Mengqi Ji Feng Wu Lu Fang SSeg 25 9 0 22 Nov 2015
Superpixel Convolutional Networks using Bilateral Inceptions Raghudeep Gadde Varun Jampani Martin Kiefel Daniel Kappler Peter V. Gehler SSeg SupR 14 129 0 20 Nov 2015
Structural-RNN: Deep Learning on Spatio-Temporal Graphs Ashesh Jain Amir Zamir Silvio Savarese Ashutosh Saxena GNN 63 1 0 17 Nov 2015
Joint Training of Generic CNN-CRF Models with Stochastic Optimization Alexander Kirillov D. Schlesinger Shuai Zheng Bogdan Savchynskyy Philip Torr Carsten Rother 15 21 0 16 Nov 2015
Reversible Recursive Instance-level Object Segmentation Xiaodan Liang Yunchao Wei Xiaohui Shen Zequn Jie Jiashi Feng Liang Lin Shuicheng Yan SSeg ISeg 15 59 0 14 Nov 2015
Learning Dense Convolutional Embeddings for Semantic Segmentation Adam W. Harley Konstantinos G. Derpanis Iasonas Kokkinos SSeg 21 18 0 13 Nov 2015
Attention to Scale: Scale-aware Semantic Image Segmentation Liang-Chieh Chen Yi Yang Jiang Wang Wei Xu Alan Yuille SSeg 54 1,316 0 10 Nov 2015
Semantic Image Segmentation with Task-Specific Edge Detection Using CNNs and a Discriminatively Trained Domain Transform Liang-Chieh Chen Jonathan T. Barron George Papandreou Kevin Patrick Murphy Alan Yuille 26 366 0 10 Nov 2015
Semantic Segmentation with Boundary Neural Fields Gedas Bertasius Jianbo Shi Lorenzo Torresani 11 191 0 09 Nov 2015
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation Vijay Badrinarayanan Alex Kendall R. Cipolla SSeg 446 15,645 0 02 Nov 2015
Training Deep Networks with Structured Layers by Matrix Backpropagation Catalin Ionescu O. Vantzos C. Sminchisescu 8 83 0 25 Sep 2015
Proposal-free Network for Instance-level Object Segmentation Xiaodan Liang Yunchao Wei Xiaohui Shen Jianchao Yang Liang Lin Shuicheng Yan SSeg 23 233 0 09 Sep 2015
Semantic Image Segmentation via Deep Parsing Network Ziwei Liu Xiaoxiao Li Ping Luo Chen Change Loy Xiaoou Tang 6 659 0 09 Sep 2015
Joint Calibration for Semantic Segmentation Holger Caesar J. Uijlings V. Ferrari 41 37 0 06 Jul 2015
ParseNet: Looking Wider to See Better Wei Liu Andrew Rabinovich Alexander C. Berg SSeg 47 1,205 0 15 Jun 2015
Flowing ConvNets for Human Pose Estimation in Videos Tomas Pfister James Charles Andrew Zisserman 3DH 30 557 0 09 Jun 2015