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Neural network learning (MLR-NNLR)

Mediated Mixture of Experts

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Authors:
Sebastian Agethen, Winston H. Hsu
Submitted On:
19 March 2016 - 10:03pm
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poster_win.pdf

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[1] Sebastian Agethen, Winston H. Hsu, "Mediated Mixture of Experts", IEEE SigPort, 2016. [Online]. Available: http://sigport.org/850. Accessed: May. 26, 2018.
@article{850-16,
url = {http://sigport.org/850},
author = {Sebastian Agethen; Winston H. Hsu },
publisher = {IEEE SigPort},
title = {Mediated Mixture of Experts},
year = {2016} }
TY - EJOUR
T1 - Mediated Mixture of Experts
AU - Sebastian Agethen; Winston H. Hsu
PY - 2016
PB - IEEE SigPort
UR - http://sigport.org/850
ER -
Sebastian Agethen, Winston H. Hsu. (2016). Mediated Mixture of Experts. IEEE SigPort. http://sigport.org/850
Sebastian Agethen, Winston H. Hsu, 2016. Mediated Mixture of Experts. Available at: http://sigport.org/850.
Sebastian Agethen, Winston H. Hsu. (2016). "Mediated Mixture of Experts." Web.
1. Sebastian Agethen, Winston H. Hsu. Mediated Mixture of Experts [Internet]. IEEE SigPort; 2016. Available from : http://sigport.org/850

Face Alignment by Deep Convolutional Network with Adaptive Learning Rate


Deep convolutional network has been widely used in face recognition while not often used in face alignment. One of the most important reasons of this is the lack of training images annotated with landmarks due to fussy and time-consuming annotation work. To overcome this problem, we propose a novel data augmentation strategy. And we design an innovative training algorithm with adaptive learning rate for two iterative procedures, which helps the network to search an optimal solution.

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Authors:
Zhiwen Shao, Shouhong Ding, Hengliang Zhu, Chengjie Wang, Lizhuang Ma
Submitted On:
19 March 2016 - 6:38am
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zhiwen_icassp_slides_final.pdf

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[1] Zhiwen Shao, Shouhong Ding, Hengliang Zhu, Chengjie Wang, Lizhuang Ma, "Face Alignment by Deep Convolutional Network with Adaptive Learning Rate", IEEE SigPort, 2016. [Online]. Available: http://sigport.org/799. Accessed: May. 26, 2018.
@article{799-16,
url = {http://sigport.org/799},
author = {Zhiwen Shao; Shouhong Ding; Hengliang Zhu; Chengjie Wang; Lizhuang Ma },
publisher = {IEEE SigPort},
title = {Face Alignment by Deep Convolutional Network with Adaptive Learning Rate},
year = {2016} }
TY - EJOUR
T1 - Face Alignment by Deep Convolutional Network with Adaptive Learning Rate
AU - Zhiwen Shao; Shouhong Ding; Hengliang Zhu; Chengjie Wang; Lizhuang Ma
PY - 2016
PB - IEEE SigPort
UR - http://sigport.org/799
ER -
Zhiwen Shao, Shouhong Ding, Hengliang Zhu, Chengjie Wang, Lizhuang Ma. (2016). Face Alignment by Deep Convolutional Network with Adaptive Learning Rate. IEEE SigPort. http://sigport.org/799
Zhiwen Shao, Shouhong Ding, Hengliang Zhu, Chengjie Wang, Lizhuang Ma, 2016. Face Alignment by Deep Convolutional Network with Adaptive Learning Rate. Available at: http://sigport.org/799.
Zhiwen Shao, Shouhong Ding, Hengliang Zhu, Chengjie Wang, Lizhuang Ma. (2016). "Face Alignment by Deep Convolutional Network with Adaptive Learning Rate." Web.
1. Zhiwen Shao, Shouhong Ding, Hengliang Zhu, Chengjie Wang, Lizhuang Ma. Face Alignment by Deep Convolutional Network with Adaptive Learning Rate [Internet]. IEEE SigPort; 2016. Available from : http://sigport.org/799

Characterization and Classification of Sonar Targets Using Ellipsoid Features


We present a geometry-inspired characterization of
target response for active sonar that exploits similarity between
intra-class features to distinguish between different targets
against environmental objects such as a rock. Key innovation is to
represent feature manifolds as a set of ellipsoids, each of which
geometrically encompasses a unique physical characteristic of
the target’s response. We have demonstrated over experimental
field data that for a given target class, these feature ellipsoids

Paper Details

Authors:
Ananya Sen Gupta, Ivars Kirsteins
Submitted On:
23 February 2016 - 1:44pm
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globalSIP_slides_final3.pdf

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globalSIP_slides_final3.pdf

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[1] Ananya Sen Gupta, Ivars Kirsteins, "Characterization and Classification of Sonar Targets Using Ellipsoid Features", IEEE SigPort, 2015. [Online]. Available: http://sigport.org/507. Accessed: May. 26, 2018.
@article{507-15,
url = {http://sigport.org/507},
author = {Ananya Sen Gupta; Ivars Kirsteins },
publisher = {IEEE SigPort},
title = {Characterization and Classification of Sonar Targets Using Ellipsoid Features},
year = {2015} }
TY - EJOUR
T1 - Characterization and Classification of Sonar Targets Using Ellipsoid Features
AU - Ananya Sen Gupta; Ivars Kirsteins
PY - 2015
PB - IEEE SigPort
UR - http://sigport.org/507
ER -
Ananya Sen Gupta, Ivars Kirsteins. (2015). Characterization and Classification of Sonar Targets Using Ellipsoid Features. IEEE SigPort. http://sigport.org/507
Ananya Sen Gupta, Ivars Kirsteins, 2015. Characterization and Classification of Sonar Targets Using Ellipsoid Features. Available at: http://sigport.org/507.
Ananya Sen Gupta, Ivars Kirsteins. (2015). "Characterization and Classification of Sonar Targets Using Ellipsoid Features." Web.
1. Ananya Sen Gupta, Ivars Kirsteins. Characterization and Classification of Sonar Targets Using Ellipsoid Features [Internet]. IEEE SigPort; 2015. Available from : http://sigport.org/507

Deep Learning in Exploring Semantic Relatedness for Microblog Dimensionality Reduction_PPT

Paper Details

Authors:
Chunxiao Jiang, Yong Ren
Submitted On:
23 February 2016 - 1:44pm
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Deep Learning in Exploring Semantic Relatedness for Microblog Dimensionality Reduction_PPT.pdf

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[1] Chunxiao Jiang, Yong Ren, "Deep Learning in Exploring Semantic Relatedness for Microblog Dimensionality Reduction_PPT", IEEE SigPort, 2015. [Online]. Available: http://sigport.org/303. Accessed: May. 26, 2018.
@article{303-15,
url = {http://sigport.org/303},
author = {Chunxiao Jiang; Yong Ren },
publisher = {IEEE SigPort},
title = {Deep Learning in Exploring Semantic Relatedness for Microblog Dimensionality Reduction_PPT},
year = {2015} }
TY - EJOUR
T1 - Deep Learning in Exploring Semantic Relatedness for Microblog Dimensionality Reduction_PPT
AU - Chunxiao Jiang; Yong Ren
PY - 2015
PB - IEEE SigPort
UR - http://sigport.org/303
ER -
Chunxiao Jiang, Yong Ren. (2015). Deep Learning in Exploring Semantic Relatedness for Microblog Dimensionality Reduction_PPT. IEEE SigPort. http://sigport.org/303
Chunxiao Jiang, Yong Ren, 2015. Deep Learning in Exploring Semantic Relatedness for Microblog Dimensionality Reduction_PPT. Available at: http://sigport.org/303.
Chunxiao Jiang, Yong Ren. (2015). "Deep Learning in Exploring Semantic Relatedness for Microblog Dimensionality Reduction_PPT." Web.
1. Chunxiao Jiang, Yong Ren. Deep Learning in Exploring Semantic Relatedness for Microblog Dimensionality Reduction_PPT [Internet]. IEEE SigPort; 2015. Available from : http://sigport.org/303

Deep Learning in Exploring Semantic Relatedness for Microblog Dimensionality Reduction

Paper Details

Authors:
Chunxiao Jiang, Yong Ren
Submitted On:
23 February 2016 - 1:44pm
Short Link:
Type:

Document Files

Deep Learning in Exploring Semantic Relatedness for Microblog Dimensionality Reduction_PPT.pdf

(302 downloads)

Keywords

Subscribe

[1] Chunxiao Jiang, Yong Ren, "Deep Learning in Exploring Semantic Relatedness for Microblog Dimensionality Reduction", IEEE SigPort, 2015. [Online]. Available: http://sigport.org/302. Accessed: May. 26, 2018.
@article{302-15,
url = {http://sigport.org/302},
author = {Chunxiao Jiang; Yong Ren },
publisher = {IEEE SigPort},
title = {Deep Learning in Exploring Semantic Relatedness for Microblog Dimensionality Reduction},
year = {2015} }
TY - EJOUR
T1 - Deep Learning in Exploring Semantic Relatedness for Microblog Dimensionality Reduction
AU - Chunxiao Jiang; Yong Ren
PY - 2015
PB - IEEE SigPort
UR - http://sigport.org/302
ER -
Chunxiao Jiang, Yong Ren. (2015). Deep Learning in Exploring Semantic Relatedness for Microblog Dimensionality Reduction. IEEE SigPort. http://sigport.org/302
Chunxiao Jiang, Yong Ren, 2015. Deep Learning in Exploring Semantic Relatedness for Microblog Dimensionality Reduction. Available at: http://sigport.org/302.
Chunxiao Jiang, Yong Ren. (2015). "Deep Learning in Exploring Semantic Relatedness for Microblog Dimensionality Reduction." Web.
1. Chunxiao Jiang, Yong Ren. Deep Learning in Exploring Semantic Relatedness for Microblog Dimensionality Reduction [Internet]. IEEE SigPort; 2015. Available from : http://sigport.org/302

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