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Efficient piecewise training of deep structured models for semantic segmentation

Computer Vision and Pattern Recognition (CVPR), 2015

4 April 2015

Guosheng Lin

Chunhua Shen

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

50 / 355 papers shown

Title
Bottom-up Instance Segmentation using Deep Higher-Order CRFs Anurag Arnab Juil Sock SSeg 192 54 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 256 707 0 07 Sep 2016
Radiation Search Operations using Scene Understanding with Autonomous UAV and UGV Gordon A. Christie Adam Shoemaker K. Kochersberger Erfaun Noorani Lance McLean Alexander Leonessa 110 92 0 31 Aug 2016
Semantically Guided Depth Upsampling N. Schneider Lukas Schneider Peter Pinggera Uwe Franke Marc Pollefeys Christoph Stiller MDE 132 79 0 02 Aug 2016
Multi-level Contextual RNNs with Attention Model for Scene Labeling Heng Fan Xue Mei Danil Prokhorov Haibin Ling 182 50 0 08 Jul 2016
Deep Learning Markov Random Field for Semantic SegmentationIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2016 Ziwei Liu Xiaoxiao Li Ping Luo Chen Change Loy Xiaoou Tang 3DV 203 164 0 23 Jun 2016
Fully Convolutional Networks for Dense Semantic Labelling of High-Resolution Aerial Imagery Jamie Sherrah SSeg 140 381 0 08 Jun 2016
Convolutional Neural FabricsNeural Information Processing Systems (NeurIPS), 2016 Shreyas Saxena Jakob Verbeek 265 231 0 08 Jun 2016
Deep Learning Convolutional Networks for Multiphoton Microscopy Vasculature Segmentation Petteri Teikari Marc A. Santos Charissa Poon K. Hynynen 3DV 155 50 0 08 Jun 2016
Better Image Segmentation by Exploiting Dense Semantic Predictions Qiyang Zhao Lewis D. Griffin SSeg 94 2 0 05 Jun 2016
DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFsIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2016 Liang-Chieh Chen George Papandreou Iasonas Kokkinos Kevin Patrick Murphy Alan Yuille SSeg 953 19,912 0 02 Jun 2016
Recurrent Fully Convolutional Networks for Video SegmentationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2016 Sepehr Valipour Mennatullah Siam Martin Jägersand Nilanjan Ray VOS 297 94 0 01 Jun 2016
Convolutional Random Walk Networks for Semantic Image Segmentation Gedas Bertasius Lorenzo Torresani Stella X. Yu Jianbo Shi SSeg 192 135 0 24 May 2016
Fast Semantic Image Segmentation with High Order Context and Guided Filtering Falong Shen Gang Zeng SSeg 94 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 203 436 0 08 May 2016
Laplacian Pyramid Reconstruction and Refinement for Semantic Segmentation Golnaz Ghiasi Charless C. Fowlkes SSeg 201 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 118 104 0 29 Apr 2016
Pixel-level Encoding and Depth Layering for Instance-level Semantic Labeling J. Uhrig Marius Cordts Uwe Franke Thomas Brox SSeg 192 178 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 1.6K 12,707 0 06 Apr 2016
Variational reaction-diffusion systems for semantic segmentation Paul Vernaza DiffM 65 0 0 01 Apr 2016
Fast, Exact and Multi-Scale Inference for Semantic Image Segmentation with Deep Gaussian CRFs Siddhartha Chandra Iasonas Kokkinos 386 189 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 250 773 0 24 Mar 2016
Weakly-Supervised Semantic Segmentation using Motion Cues P. Tokmakov Alahari Karteek Cordelia Schmid 346 56 0 23 Mar 2016
First Person Action-Object Detection with EgoNet Gedas Bertasius H. Park Stella X. Yu Jianbo Shi EgoV 252 60 0 15 Mar 2016
Combining the Best of Convolutional Layers and Recurrent Layers: A Hybrid Network for Semantic Segmentation Zhicheng Yan Huatian Zhang Yangqing Jia Thomas Breuel Yizhou Yu SSeg 147 42 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 148 94 0 15 Mar 2016
Deep Interactive Object Selection N. Xu Brian L. Price Scott D. Cohen Jimei Yang Thomas Huang 204 460 0 13 Mar 2016
Exploring Context with Deep Structured models for Semantic Segmentation Guosheng Lin Chunhua Shen Anton van den Hengel Ian Reid SSeg 339 129 0 10 Mar 2016
Global Deconvolutional Networks for Semantic Segmentation Vladimir Nekrasov Janghoon Ju Jaesik Choi SSeg 116 12 0 12 Feb 2016
Discriminative Training of Deep Fully-connected Continuous CRF with Task-specific Loss Fayao Liu Guosheng Lin Chunhua Shen 108 24 0 28 Jan 2016
Affinity CNN: Learning Pixel-Centric Pairwise Relations for Figure/Ground Embedding Michael Maire T. Narihira Stella X. Yu 177 69 0 09 Dec 2015
Higher Order Conditional Random Fields in Deep Neural Networks Anurag Arnab Sadeep Jayasumana Shuai Zheng Juil Sock SSeg 448 232 0 25 Nov 2015
Pushing the Boundaries of Boundary Detection using Deep Learning Iasonas Kokkinos 233 240 0 23 Nov 2015
Multi-Scale Context Aggregation by Dilated Convolutions Feng Yu V. Koltun SSeg 637 9,039 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 117 9 0 22 Nov 2015
Superpixel Convolutional Networks using Bilateral Inceptions Raghudeep Gadde Varun Jampani Martin Kiefel Daniel Kappler Peter V. Gehler SSeg SupR 313 135 0 20 Nov 2015
Structural-RNN: Deep Learning on Spatio-Temporal Graphs Ashesh Jain Amir Zamir Silvio Savarese Ashutosh Saxena GNN 381 1,148 0 17 Nov 2015
Joint Training of Generic CNN-CRF Models with Stochastic Optimization Alexander Kirillov D. Schlesinger Shuai Zheng Bogdan Savchynskyy Juil Sock Carsten Rother 329 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 108 60 0 14 Nov 2015
Learning Dense Convolutional Embeddings for Semantic Segmentation Adam W. Harley Konstantinos G. Derpanis Iasonas Kokkinos SSeg 221 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 261 1,362 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 246 372 0 10 Nov 2015
Semantic Segmentation with Boundary Neural Fields Gedas Bertasius Jianbo Shi Lorenzo Torresani 202 201 0 09 Nov 2015
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation Vijay Badrinarayanan Alex Kendall R. Cipolla SSeg 1.6K 17,108 0 02 Nov 2015
Training Deep Networks with Structured Layers by Matrix Backpropagation Catalin Ionescu O. Vantzos C. Sminchisescu 286 86 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 193 238 0 09 Sep 2015
Semantic Image Segmentation via Deep Parsing Network Ziwei Liu Xiaoxiao Li Ping Luo Chen Change Loy Xiaoou Tang 249 668 0 09 Sep 2015
Joint Calibration for Semantic SegmentationBritish Machine Vision Conference (BMVC), 2015 Holger Caesar J. Uijlings V. Ferrari 321 37 0 06 Jul 2015
ParseNet: Looking Wider to See Better Wei Liu Andrew Rabinovich Alexander C. Berg SSeg 277 1,250 0 15 Jun 2015
Flowing ConvNets for Human Pose Estimation in VideosIEEE International Conference on Computer Vision (ICCV), 2015 Tomas Pfister James Charles Andrew Zisserman 3DH 242 570 0 09 Jun 2015