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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
Beyond Forward Shortcuts: Fully Convolutional Master-Slave Networks (MSNets) with Backward Skip Connections for Semantic Segmentation Abrar H. Abdulnabi Stefan Winkler G. Wang 100 6 0 18 Jul 2017
Deep Semantic Segmentation for Automated Driving: Taxonomy, Roadmap and Challenges Mennatullah Siam Sara Elkerdawy Martin Jägersand S. Yogamani 309 175 0 08 Jul 2017
DeepIGeoS: A Deep Interactive Geodesic Framework for Medical Image Segmentation Guotai Wang Maria A. Zuluaga Wenqi Li R. Pratt P. Patel ... T. Doel A. David Jan Deprest Sebastien Ourselin Tom Vercauteren 168 443 0 03 Jul 2017
Superpixel-based Semantic Segmentation Trained by Statistical Process Control Hyojin Park Jisoo Jeong Y. Yoo Nojun Kwak SSeg 124 10 0 30 Jun 2017
Learning to Map Vehicles into Bird's Eye View Andrea Palazzi Guido Borghi Davide Abati Simone Calderara Rita Cucchiara 139 48 0 26 Jun 2017
Rethinking Atrous Convolution for Semantic Image Segmentation Liang-Chieh Chen George Papandreou Florian Schroff Hartwig Adam SSeg 595 9,332 0 17 Jun 2017
BiSeg: Simultaneous Instance Segmentation and Semantic Segmentation with Fully Convolutional NetworksBritish Machine Vision Conference (BMVC), 2017 V. Pham S. Ito Tatsuo Kozakaya SSeg 121 15 0 07 Jun 2017
SegAN: Adversarial Network with Multi-scale $L_1$ Loss for Medical Image Segmentation Yuan Xue Tao Xu Han Zhang L. R. Long Xiaolei Huang MedIm GAN 145 575 0 06 Jun 2017
Toward Robustness against Label Noise in Training Deep Discriminative Neural NetworksNeural Information Processing Systems (NeurIPS), 2017 Arash Vahdat NoLa 266 310 0 31 May 2017
Weakly Supervised Semantic Segmentation Based on Web Image Co-segmentation T. Shen Guosheng Lin Lingqiao Liu Chunhua Shen Ian Reid SSeg 142 16 0 25 May 2017
Recurrent Scene Parsing with Perspective Understanding in the Loop Shu Kong Charless C. Fowlkes SSeg MDE 189 114 0 20 May 2017
Multi-Task Learning Using Uncertainty to Weigh Losses for Scene Geometry and Semantics Alex Kendall Y. Gal R. Cipolla 3DH 485 3,544 0 19 May 2017
ICNet for Real-Time Semantic Segmentation on High-Resolution Images Hengshuang Zhao Xiaojuan Qi Xiaoyong Shen Jianping Shi Jiaya Jia SSeg 199 1,529 0 27 Apr 2017
Computer Vision for Autonomous Vehicles: Problems, Datasets and State of the Art J. Janai Fatma Guney Aseem Behl Andreas Geiger 314 860 0 18 Apr 2017
Joint Semantic and Motion Segmentation for dynamic scenes using Deep Convolutional Networks Nazrul Haque Dinesh Reddy Narapureddy K. M. Krishna 127 12 0 18 Apr 2017
Deep Structured Learning for Facial Action Unit Intensity Estimation R. Walecki Ognjen Rudovic Rudovic Vladimir Pavlovic Björn Schuller Maja Pantic CVBM 115 128 0 14 Apr 2017
Instance-Level Salient Object Segmentation Guanbin Li Yuan Xie Liang Lin Yizhou Yu 182 292 0 12 Apr 2017
Loss Max-Pooling for Semantic Image Segmentation Samuel Rota Buló Gerhard Neuhold Peter Kontschieder SSeg 201 121 0 10 Apr 2017
Pixelwise Instance Segmentation with a Dynamically Instantiated Network Anurag Arnab Juil Sock ISeg SSeg 126 239 0 07 Apr 2017
Not All Pixels Are Equal: Difficulty-aware Semantic Segmentation via Deep Layer Cascade Xiaoxiao Li Ziwei Liu Ping Luo Chen Change Loy Xiaoou Tang 242 272 0 05 Apr 2017
The Stixel world: A medium-level representation of traffic scenes Marius Cordts Timo Rehfeld Lukas Schneider D. Pfeiffer Markus Enzweiler Stefan Roth Marc Pollefeys Uwe Franke 3DV 147 43 0 02 Apr 2017
SeGAN: Segmenting and Generating the Invisible Kiana Ehsani Roozbeh Mottaghi Ali Farhadi GAN 272 164 0 29 Mar 2017
LabelBank: Revisiting Global Perspectives for Semantic Segmentation Hexiang Hu Zhiwei Deng Guang-Tong Zhou Fei Sha Greg Mori VLM 122 16 0 29 Mar 2017
SCAN: Structure Correcting Adversarial Network for Organ Segmentation in Chest X-rays Wei-Ming Dai Joseph Doyle Xiaodan Liang Zeya Wang Nanqing Dong Huatian Zhang Eric Xing MedIm 159 178 0 26 Mar 2017
Multilevel Context Representation for Improving Object Recognition Andreas Kölsch Muhammad Zeshan Afzal Marcus Liwicki 127 3 0 19 Mar 2017
Large Kernel Matters -- Improve Semantic Segmentation by Global Convolutional Network Chao Peng Xiangyu Zhang Gang Yu G. Luo Jian Sun VLM SSeg 352 1,568 0 08 Mar 2017
CDC: Convolutional-De-Convolutional Networks for Precise Temporal Action Localization in Untrimmed Videos Zheng Shou Jonathan Chan Alireza Zareian K. Miyazawa Shih-Fu Chang 273 577 0 04 Mar 2017
Understanding Convolution for Semantic SegmentationIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2017 Panqu Wang Pengfei Chen Ye Yuan Ding Liu Zehua Huang Xiaodi Hou G. Cottrell SSeg 220 1,823 0 27 Feb 2017
Adversarial Networks for the Detection of Aggressive Prostate Cancer Simon A. A. Kohl D. Bonekamp H. Schlemmer Kaneschka Yaqubi Markus Hohenfellner B. Hadaschik J. Radtke Klaus Maier-Hein MedIm GAN 180 117 0 26 Feb 2017
Learning Multi-level Region Consistency with Dense Multi-label Networks for Semantic SegmentationInternational Joint Conference on Artificial Intelligence (IJCAI), 2017 T. Shen Guosheng Lin Chunhua Shen Ian Reid SSeg 106 10 0 25 Jan 2017
A Projected Gradient Descent Method for CRF Inference allowing End-To-End Training of Arbitrary Pairwise Potentials Måns Larsson Anurag Arnab Fredrik Kahl Shuai Zheng Juil Sock BDL 153 12 0 24 Jan 2017
Weakly Supervised Semantic Segmentation using Web-Crawled VideosComputer Vision and Pattern Recognition (CVPR), 2017 Seunghoon Hong Donghun Yeo Suha Kwak Honglak Lee Bohyung Han 271 160 0 02 Jan 2017
Semantic Video Segmentation by Gated Recurrent Flow Propagation David Nilsson C. Sminchisescu 358 231 0 28 Dec 2016
Adversarial Deep Structural Networks for Mammographic Mass SegmentationbioRxiv (bioRxiv), 2016 Wentao Zhu Xiang Xiang Trac D. Tran Xiaohui Xie MedIm 183 68 0 18 Dec 2016
3D Shape Segmentation with Projective Convolutional Networks E. Kalogerakis Melinos Averkiou Subhransu Maji S. Chaudhuri 3DV 3DPC 183 374 0 08 Dec 2016
Pyramid Scene Parsing Network Hengshuang Zhao Jianping Shi Xiaojuan Qi Xiaogang Wang Jiaya Jia VOS SSeg 1.1K 13,293 0 04 Dec 2016
End-to-End Training of Hybrid CNN-CRF Models for Stereo Patrick Knöbelreiter Christian Reinbacher Alexander Shekhovtsov Thomas Pock 3DV 204 135 0 30 Nov 2016
Attend in groups: a weakly-supervised deep learning framework for learning from web data Bohan Zhuang Lingqiao Liu Yao Li Chunhua Shen Ian Reid NoLa 108 90 0 30 Nov 2016
Deep, Dense, and Low-Rank Gaussian Conditional Random Fields Siddhartha Chandra Iasonas Kokkinos BDL 82 1 0 28 Nov 2016
Improving Fully Convolution Network for Semantic Segmentation Bing Shuai Ting Liu G. Wang SSeg 121 23 0 28 Nov 2016
Semantic Segmentation using Adversarial Networks Pauline Luc Camille Couprie Soumith Chintala Jakob Verbeek GAN SSeg 178 740 0 25 Nov 2016
Full-Resolution Residual Networks for Semantic Segmentation in Street Scenes Tobias Pohlen Alexander Hermans Markus Mathias Bastian Leibe SSeg 291 579 0 24 Nov 2016
InstanceCut: from Edges to Instances with MultiCut Alexander Kirillov Evgeny Levinkov Bjoern Andres Bogdan Savchynskyy Carsten Rother SSeg 163 261 0 24 Nov 2016
Recalling Holistic Information for Semantic Segmentation Hexiang Hu Zhiwei Deng Guang-Tong Zhou Fei Sha Greg Mori 139 5 0 24 Nov 2016
Fully Convolutional Instance-aware Semantic Segmentation Yi Li Haozhi Qi Jifeng Dai Xiangyang Ji Yichen Wei ISeg SSeg 223 1,041 0 23 Nov 2016
RefineNet: Multi-Path Refinement Networks for High-Resolution Semantic Segmentation Guosheng Lin Anton Milan Chunhua Shen Ian Reid AI4TS SSeg 435 3,024 0 20 Nov 2016
Convolutional Gated Recurrent Networks for Video Segmentation Mennatullah Siam Sepehr Valipour Martin Jägersand Nilanjan Ray VOS 280 104 0 16 Nov 2016
PetroSurf3D - A Dataset for high-resolution 3D Surface SegmentationInternational Conference on Content-Based Multimedia Indexing (CBMI), 2016 Georg Poier Markus Seidl Matthias Zeppelzauer Christian Reinbacher M. Schaich G. Bellandi A. Marretta Horst Bischof 3DV 3DPC 309 10 0 06 Oct 2016
Exploiting Depth from Single Monocular Images for Object Detection and Semantic SegmentationIEEE Transactions on Image Processing (IEEE TIP), 2016 Yuanzhouhan Cao Chunhua Shen Heng Tao Shen MDE 104 69 0 06 Oct 2016
Semantic Segmentation of Earth Observation Data Using Multimodal and Multi-scale Deep Networks Nicolas Audebert Bertrand Le Saux Sébastien Lefèvre SSeg 176 390 0 22 Sep 2016