Learning Deep Structured Models

9 July 2014

Papers citing "Learning Deep Structured Models"

50 / 125 papers shown

Title
Learning Discriminators as Energy Networks in Adversarial Learning Pingbo Pan Yan Yan Tianbao Yang Yi Yang 11 1 0 02 Oct 2018
Efficient Structured Surrogate Loss and Regularization in Structured Prediction Heejin Choi 6 1 0 14 Sep 2018
Efficient Graph Cut Optimization for Full CRFs with Quantized Edges O. Veksler MQ 12 14 0 13 Sep 2018
Quantum Algorithms for Structured Prediction Behrooz Sepehry E. Iranmanesh M. Friedlander Pooya Ronagh 19 2 0 11 Sep 2018
Learning Human-Object Interactions by Graph Parsing Neural Networks Siyuan Qi Wenguan Wang Baoxiong Jia Jianbing Shen Song-Chun Zhu GNN 36 533 0 23 Aug 2018
Deep Spatio-Temporal Random Fields for Efficient Video Segmentation Siddhartha Chandra Camille Couprie Iasonas Kokkinos 18 60 0 03 Jul 2018
Adversarial Structure Matching for Structured Prediction Tasks Jyh-Jing Hwang Tsung-Wei Ke Jianbo Shi Stella X. Yu 8 7 0 18 May 2018
Adaptive Affinity Fields for Semantic Segmentation Tsung-Wei Ke Jyh-Jing Hwang Ziwei Liu Stella X. Yu 16 191 0 27 Mar 2018
Generating Multi-Agent Trajectories using Programmatic Weak Supervision Eric Zhan Stephan Zheng Yisong Yue Long Sha P. Lucey 25 88 0 20 Mar 2018
Deep Component Analysis via Alternating Direction Neural Networks Calvin Murdock Ming-Fang Chang Simon Lucey BDL 27 20 0 16 Mar 2018
Learning deep structured active contours end-to-end Diego Marcos D. Tuia B. Kellenberger Lisa Zhang Min Bai Renjie Liao R. Urtasun 14 155 0 16 Mar 2018
Variational Message Passing with Structured Inference Networks Wu Lin Nicolas Hubacher Mohammad Emtiyaz Khan BDL 23 54 0 15 Mar 2018
Convolutional Neural Networks with Alternately Updated Clique Yibo Yang Zhisheng Zhong Tiancheng Shen Zhouchen Lin 21 128 0 28 Feb 2018
Frank-Wolfe Network: An Interpretable Deep Structure for Non-Sparse Coding Dong Liu Ke Sun Zhangyang Wang Runsheng Liu Zhengjun Zha 24 12 0 28 Feb 2018
Mapping Images to Scene Graphs with Permutation-Invariant Structured Prediction Roei Herzig Moshiko Raboh Gal Chechik Jonathan Berant Amir Globerson GNN OCL 29 133 0 15 Feb 2018
Predict and Constrain: Modeling Cardinality in Deep Structured Prediction Nataly Brukhim Amir Globerson 29 9 0 13 Feb 2018
Deep Structured Energy-Based Image Inpainting Fazil Altinel Mete Ozay Takayuki Okatani 20 13 0 24 Jan 2018
Structured Set Matching Networks for One-Shot Part Labeling Jonghyun Choi Jayant Krishnamurthy Aniruddha Kembhavi Ali Farhadi 29 23 0 05 Dec 2017
A Connection between Feed-Forward Neural Networks and Probabilistic Graphical Models D. Schlesinger 32 0 0 30 Oct 2017
Watch Your Step: Learning Node Embeddings via Graph Attention Sami Abu-El-Haija Bryan Perozzi Rami Al-Rfou Alexander A. Alemi GNN 29 32 0 26 Oct 2017
Learning Graph-Structured Sum-Product Networks for Probabilistic Semantic Maps Kaiyu Zheng Andrzej Pronobis Rajesh P. N. Rao TPM 17 4 0 24 Sep 2017
Fine-grained Recognition in the Wild: A Multi-Task Domain Adaptation Approach Timnit Gebru Judy Hoffman Li Fei-Fei 13 156 0 07 Sep 2017
Learning Inference Models for Computer Vision Varun Jampani BDL 30 1 0 31 Aug 2017
Structured Attentions for Visual Question Answering Chen Zhu Yanpeng Zhao Shuaiyi Huang Kewei Tu Yi Ma FAtt 32 106 0 07 Aug 2017
End-to-end learning potentials for structured attribute prediction Kota Yamaguchi Takayuki Okatani T. Umeda Kazuhiko Murasaki K. Sudo BDL 22 2 0 06 Aug 2017
Toward Robustness against Label Noise in Training Deep Discriminative Neural Networks Arash Vahdat NoLa 13 296 0 31 May 2017
Large-Scale Classification of Structured Objects using a CRF with Deep Class Embedding Eran Goldman Jacob Goldberger BDL 27 14 0 21 May 2017
Deep Structured Learning for Facial Action Unit Intensity Estimation R. Walecki Ognjen Rudovic Rudovic Vladimir Pavlovic Björn Schuller M. Pantic CVBM 13 121 0 14 Apr 2017
Creativity: Generating Diverse Questions using Variational Autoencoders Unnat Jain Ziyu Zhang A. Schwing 22 152 0 11 Apr 2017
Detecting Visual Relationships with Deep Relational Networks Bo Dai Yuqi Zhang Dahua Lin GNN 59 500 0 11 Apr 2017
CERN: Confidence-Energy Recurrent Network for Group Activity Recognition Tianmin Shu S. Todorovic Song-Chun Zhu 17 149 0 10 Apr 2017
Pixelwise Instance Segmentation with a Dynamically Instantiated Network Anurag Arnab Philip Torr ISeg SSeg 14 231 0 07 Apr 2017
Deep Value Networks Learn to Evaluate and Iteratively Refine Structured Outputs Michael Gygli Mohammad Norouzi A. Angelova TDI 24 68 0 13 Mar 2017
OptNet: Differentiable Optimization as a Layer in Neural Networks Brandon Amos J. Zico Kolter 19 943 0 01 Mar 2017
Structured Attention Networks Yoon Kim Carl Denton Luong Hoang Alexander M. Rush 41 460 0 03 Feb 2017
Asynchronous Temporal Fields for Action Recognition Gunnar A. Sigurdsson S. Divvala Ali Farhadi Abhinav Gupta BDL 18 170 0 19 Dec 2016
Detect, Replace, Refine: Deep Structured Prediction For Pixel Wise Labeling Spyros Gidaris N. Komodakis 11 145 0 14 Dec 2016
Implicit Modeling -- A Generalization of Discriminative and Generative Approaches D. Schlesinger Carsten Rother VLM GAN 8 0 0 05 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
Deep, Dense, and Low-Rank Gaussian Conditional Random Fields Siddhartha Chandra Iasonas Kokkinos BDL 20 1 0 28 Nov 2016
Generalized BackPropagation, Étude De Cas: Orthogonality Mehrtash Harandi Basura Fernando 6 62 0 17 Nov 2016
Semantic Regularisation for Recurrent Image Annotation Feng Liu Tao Xiang Timothy M. Hospedales Wankou Yang Changyin Sun 34 103 0 16 Nov 2016
Sequence Segmentation Using Joint RNN and Structured Prediction Models Yossi Adi Joseph Keshet E. Cibelli Matthew A. Goldrick 29 21 0 25 Oct 2016
Input Convex Neural Networks Brandon Amos Lei Xu J. Zico Kolter 187 601 0 22 Sep 2016
A Deep Primal-Dual Network for Guided Depth Super-Resolution Gernot Riegler David Ferstl M. Rüther Horst Bischof SupR MDE 25 89 0 28 Jul 2016
ATGV-Net: Accurate Depth Super-Resolution Gernot Riegler M. Rüther Horst Bischof MDE SupR 29 150 0 27 Jul 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 80 18,038 0 02 Jun 2016
Fast Semantic Image Segmentation with High Order Context and Guided Filtering Falong Shen Gang Zeng SSeg 20 10 0 13 May 2016
Adversarial Diversity and Hard Positive Generation Andras Rozsa Ethan M. Rudd Terrance E. Boult 6 256 0 05 May 2016
Training Constrained Deconvolutional Networks for Road Scene Semantic Segmentation G. Ros Simon Stent P. Alcantarilla Tomoki Watanabe 15 55 0 06 Apr 2016