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Learning Deep Structured Models

Learning Deep Structured Models

9 July 2014
Liang-Chieh Chen
A. Schwing
Alan Yuille
R. Urtasun
    BDL
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Papers citing "Learning Deep Structured Models"

25 / 125 papers shown
Title
Fast, Exact and Multi-Scale Inference for Semantic Image Segmentation
  with Deep Gaussian CRFs
Fast, Exact and Multi-Scale Inference for Semantic Image Segmentation with Deep Gaussian CRFs
Siddhartha Chandra
Iasonas Kokkinos
21
187
0
28 Mar 2016
Discriminative Embeddings of Latent Variable Models for Structured Data
Discriminative Embeddings of Latent Variable Models for Structured Data
H. Dai
Bo Dai
Le Song
BDL
49
693
0
17 Mar 2016
Exploring Context with Deep Structured models for Semantic Segmentation
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
Context-aware CNNs for person head detection
Context-aware CNNs for person head detection
Tuan-Hung Vu
A. Osokin
Ivan Laptev
21
136
0
24 Nov 2015
Constrained Structured Regression with Convolutional Neural Networks
Constrained Structured Regression with Convolutional Neural Networks
Deepak Pathak
Philipp Krahenbuhl
Stella X. Yu
Trevor Darrell
BDL
38
10
0
23 Nov 2015
Superpixel Convolutional Networks using Bilateral Inceptions
Superpixel Convolutional Networks using Bilateral Inceptions
Raghudeep Gadde
Varun Jampani
Martin Kiefel
Daniel Kappler
Peter V. Gehler
SSeg
SupR
24
129
0
20 Nov 2015
Training Deep Neural Networks via Direct Loss Minimization
Training Deep Neural Networks via Direct Loss Minimization
Yang Song
A. Schwing
R. Zemel
R. Urtasun
24
100
0
19 Nov 2015
Structured Prediction Energy Networks
Structured Prediction Energy Networks
David Belanger
Andrew McCallum
GNN
18
219
0
19 Nov 2015
Structural-RNN: Deep Learning on Spatio-Temporal Graphs
Structural-RNN: Deep Learning on Spatio-Temporal Graphs
Ashesh Jain
Amir Zamir
Silvio Savarese
Ashutosh Saxena
GNN
78
1
0
17 Nov 2015
Joint Training of Generic CNN-CRF Models with Stochastic Optimization
Joint Training of Generic CNN-CRF Models with Stochastic Optimization
Alexander Kirillov
D. Schlesinger
Shuai Zheng
Bogdan Savchynskyy
Philip Torr
Carsten Rother
22
21
0
16 Nov 2015
Structure Inference Machines: Recurrent Neural Networks for Analyzing
  Relations in Group Activity Recognition
Structure Inference Machines: Recurrent Neural Networks for Analyzing Relations in Group Activity Recognition
Zhiwei Deng
Arash Vahdat
Hexiang Hu
Greg Mori
BDL
GNN
22
241
0
13 Nov 2015
Attention to Scale: Scale-aware Semantic Image Segmentation
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
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
Train and Test Tightness of LP Relaxations in Structured Prediction
Train and Test Tightness of LP Relaxations in Structured Prediction
Ofer Meshi
M. Mahdavi
Adrian Weller
David Sontag
23
15
0
04 Nov 2015
Training Deep Networks with Structured Layers by Matrix Backpropagation
Training Deep Networks with Structured Layers by Matrix Backpropagation
Catalin Ionescu
O. Vantzos
C. Sminchisescu
12
83
0
25 Sep 2015
Integrated Inference and Learning of Neural Factors in Structural
  Support Vector Machines
Integrated Inference and Learning of Neural Factors in Structural Support Vector Machines
Rein Houthooft
F. Turck
DRL
21
3
0
03 Aug 2015
Human Pose Estimation with Iterative Error Feedback
Human Pose Estimation with Iterative Error Feedback
João Carreira
Pulkit Agrawal
Katerina Fragkiadaki
Jitendra Malik
3DH
42
750
0
23 Jul 2015
Combinatorial Energy Learning for Image Segmentation
Combinatorial Energy Learning for Image Segmentation
Jeremy B. Maitin-Shepard
Viren Jain
Michał Januszewski
Peter H. Li
Pieter Abbeel
21
26
0
13 Jun 2015
Deeply Learning the Messages in Message Passing Inference
Deeply Learning the Messages in Message Passing Inference
Guosheng Lin
Chunhua Shen
Ian Reid
Anton Van Den Hengel
3DV
44
63
0
06 Jun 2015
Multi-Object Classification and Unsupervised Scene Understanding Using
  Deep Learning Features and Latent Tree Probabilistic Models
Multi-Object Classification and Unsupervised Scene Understanding Using Deep Learning Features and Latent Tree Probabilistic Models
Tejaswi Nimmagadda
Anima Anandkumar
OCL
24
9
0
02 May 2015
Efficient piecewise training of deep structured models for semantic
  segmentation
Efficient piecewise training of deep structured models for semantic segmentation
Guosheng Lin
Chunhua Shen
Anton van dan Hengel
Ian Reid
VLM
SSeg
55
923
0
04 Apr 2015
Fully Connected Deep Structured Networks
Fully Connected Deep Structured Networks
A. Schwing
R. Urtasun
SSeg
59
308
0
09 Mar 2015
Conditional Random Fields as Recurrent Neural Networks
Conditional Random Fields as Recurrent Neural Networks
Shuai Zheng
Sadeep Jayasumana
Bernardino Romera-Paredes
Vibhav Vineet
Zhizhong Su
Dalong Du
Chang Huang
Philip Torr
SSeg
23
2,529
0
11 Feb 2015
Weakly- and Semi-Supervised Learning of a DCNN for Semantic Image
  Segmentation
Weakly- and Semi-Supervised Learning of a DCNN for Semantic Image Segmentation
George Papandreou
Liang-Chieh Chen
Kevin Patrick Murphy
Alan Yuille
SSeg
21
914
0
09 Feb 2015
Semantic Image Segmentation with Deep Convolutional Nets and Fully
  Connected CRFs
Semantic Image Segmentation with Deep Convolutional Nets and Fully Connected CRFs
Liang-Chieh Chen
George Papandreou
Iasonas Kokkinos
Kevin Patrick Murphy
Alan Yuille
SSeg
31
4,863
0
22 Dec 2014
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