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
Beyond Forward Shortcuts: Fully Convolutional Master-Slave Networks (MSNets) with Backward Skip Connections for Semantic Segmentation Abrar H. Abdulnabi Stefan Winkler G. Wang 19 6 0 18 Jul 2017
Deep Semantic Segmentation for Automated Driving: Taxonomy, Roadmap and Challenges Mennatullah Siam Sara Elkerdawy Martin Jägersand S. Yogamani 124 166 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 Kamiel Magda Vercauteren 24 405 0 03 Jul 2017
Superpixel-based Semantic Segmentation Trained by Statistical Process Control Hyojin Park Jisoo Jeong Y. Yoo Nojun Kwak SSeg 27 10 0 30 Jun 2017
Learning to Map Vehicles into Bird's Eye View Andrea Palazzi Guido Borghi Davide Abati Simone Calderara Rita Cucchiara 12 45 0 26 Jun 2017
Rethinking Atrous Convolution for Semantic Image Segmentation Liang-Chieh Chen George Papandreou Florian Schroff Hartwig Adam SSeg 38 8,369 0 17 Jun 2017
BiSeg: Simultaneous Instance Segmentation and Semantic Segmentation with Fully Convolutional Networks V. Pham S. Ito Tatsuo Kozakaya SSeg 9 14 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 24 541 0 06 Jun 2017
Toward Robustness against Label Noise in Training Deep Discriminative Neural Networks Arash Vahdat NoLa 11 296 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 22 16 0 25 May 2017
Recurrent Scene Parsing with Perspective Understanding in the Loop Shu Kong Charless C. Fowlkes SSeg MDE 17 105 0 20 May 2017
Multi-Task Learning Using Uncertainty to Weigh Losses for Scene Geometry and Semantics Alex Kendall Y. Gal R. Cipolla 3DH 78 3,065 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 34 1,402 0 27 Apr 2017
Computer Vision for Autonomous Vehicles: Problems, Datasets and State of the Art J. Janai Fatma Guney Aseem Behl Andreas Geiger 10 786 0 18 Apr 2017
Joint Semantic and Motion Segmentation for dynamic scenes using Deep Convolutional Networks Nazrul Haque Dinesh Reddy Narapureddy K. M. Krishna 11 12 0 18 Apr 2017
Deep Structured Learning for Facial Action Unit Intensity Estimation R. Walecki Ognjen Rudovic Rudovic Vladimir Pavlovic Björn Schuller M. Pantic CVBM 11 121 0 14 Apr 2017
Instance-Level Salient Object Segmentation Guanbin Li Yuan Xie Liang Lin Yizhou Yu 14 281 0 12 Apr 2017
Loss Max-Pooling for Semantic Image Segmentation Samuel Rota Buló Gerhard Neuhold Peter Kontschieder SSeg 28 116 0 10 Apr 2017
Pixelwise Instance Segmentation with a Dynamically Instantiated Network Anurag Arnab Philip Torr ISeg SSeg 14 231 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 26 262 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 20 43 0 02 Apr 2017
SeGAN: Segmenting and Generating the Invisible Kiana Ehsani Roozbeh Mottaghi Ali Farhadi GAN 15 146 0 29 Mar 2017
LabelBank: Revisiting Global Perspectives for Semantic Segmentation Hexiang Hu Zhiwei Deng Guang-Tong Zhou Fei Sha Greg Mori VLM 35 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 Huan Zhang Eric Xing MedIm 31 170 0 26 Mar 2017
Multilevel Context Representation for Improving Object Recognition Andreas Kölsch Muhammad Zeshan Afzal Marcus Liwicki 33 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 17 1,479 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 25 560 0 04 Mar 2017
Understanding Convolution for Semantic Segmentation Panqu Wang Pengfei Chen Ye Yuan Ding Liu Zehua Huang Xiaodi Hou G. Cottrell SSeg 19 1,675 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 27 113 0 26 Feb 2017
Learning Multi-level Region Consistency with Dense Multi-label Networks for Semantic Segmentation T. Shen Guosheng Lin Chunhua Shen Ian Reid SSeg 16 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 Philip Torr BDL 22 12 0 24 Jan 2017
Weakly Supervised Semantic Segmentation using Web-Crawled Videos Seunghoon Hong Donghun Yeo Suha Kwak Honglak Lee Bohyung Han 33 158 0 02 Jan 2017
Semantic Video Segmentation by Gated Recurrent Flow Propagation David Nilsson C. Sminchisescu 23 222 0 28 Dec 2016
Adversarial Deep Structural Networks for Mammographic Mass Segmentation Wentao Zhu Xiang Xiang Trac D. Tran Xiaohui Xie MedIm 13 67 0 18 Dec 2016
3D Shape Segmentation with Projective Convolutional Networks E. Kalogerakis Melinos Averkiou Subhransu Maji S. Chaudhuri 3DV 3DPC 22 363 0 08 Dec 2016
Pyramid Scene Parsing Network Hengshuang Zhao Jianping Shi Xiaojuan Qi Xiaogang Wang Jiaya Jia VOS SSeg 78 11,868 0 04 Dec 2016
End-to-End Training of Hybrid CNN-CRF Models for Stereo Patrick Knöbelreiter Christian Reinbacher Alexander Shekhovtsov Thomas Pock 3DV 30 132 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 24 89 0 30 Nov 2016
Deep, Dense, and Low-Rank Gaussian Conditional Random Fields Siddhartha Chandra Iasonas Kokkinos BDL 18 1 0 28 Nov 2016
Improving Fully Convolution Network for Semantic Segmentation Bing Shuai Ting Liu G. Wang SSeg 16 22 0 28 Nov 2016
Semantic Segmentation using Adversarial Networks Pauline Luc Camille Couprie Soumith Chintala Jakob Verbeek GAN SSeg 26 721 0 25 Nov 2016
Full-Resolution Residual Networks for Semantic Segmentation in Street Scenes Tobias Pohlen Alexander Hermans Markus Mathias Bastian Leibe SSeg 22 562 0 24 Nov 2016
InstanceCut: from Edges to Instances with MultiCut Alexander Kirillov Evgeny Levinkov Bjoern Andres Bogdan Savchynskyy Carsten Rother SSeg 26 250 0 24 Nov 2016
Recalling Holistic Information for Semantic Segmentation Hexiang Hu Zhiwei Deng Guang-Tong Zhou Fei Sha Greg Mori 48 5 0 24 Nov 2016
Fully Convolutional Instance-aware Semantic Segmentation Yi Li Haozhi Qi Jifeng Dai Xiangyang Ji Yichen Wei ISeg SSeg 44 1,001 0 23 Nov 2016
RefineNet: Multi-Path Refinement Networks for High-Resolution Semantic Segmentation Guosheng Lin Anton Milan Chunhua Shen Ian Reid AI4TS SSeg 92 2,831 0 20 Nov 2016
Convolutional Gated Recurrent Networks for Video Segmentation Mennatullah Siam Sepehr Valipour Martin Jägersand Nilanjan Ray VOS 25 98 0 16 Nov 2016
PetroSurf3D - A Dataset for high-resolution 3D Surface Segmentation Georg Poier Markus Seidl Matthias Zeppelzauer Christian Reinbacher M. Schaich G. Bellandi A. Marretta Horst Bischof 3DV 3DPC 24 8 0 06 Oct 2016
Exploiting Depth from Single Monocular Images for Object Detection and Semantic Segmentation Yuanzhouhan Cao Chunhua Shen Heng Tao Shen MDE 26 65 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 26 383 0 22 Sep 2016