Signal Processing - November 2017 - 1

Contents

Volume 34 | Number 6 | November 2017

SPECIAL SECTION

DEEP LEARNING FOR
109	 IMAGE-TO-TEXT
GENERATION
Xiaodong He and Li Deng

DEEP LEARNING FOR
VISUAL UNDERSTANDING: PART 1
24	 	
26	 	

IN COMPUTER VISION

Hemanth Venkateswara,
Shayok Chakraborty, and
Sethuraman Panchanathan

FROM THE GUEST EDITORS

Fatih Porikli, Shiguang Shan,
Cees Snoek, Rahul Sukthankar,
and Xiaogang Wang

DEEP CONVOLUTIONAL
130	 NEURAL
MODELS FOR

PICTURE-QUALITY PREDICTION

DEEP REINFORCEMENT LEARNING
Kai Arulkumaran,
Marc Peter Deisenroth,
Miles Brundage, and
Anil Anthony Bharath

SUPERVISED LEARNING
39		 WEAKLY
WITH DEEP
CONVOLUTIONAL
NEURAL NETWORKS FOR
SEMANTIC SEGMENTATION

Seunghoon Hong, Suha Kwak,
and Bohyung Han

50	 	

DEEP-LEARNING SYSTEMS
117		 FOR
DOMAIN ADAPTATION

THE ROBUSTNESS
OF DEEP NETWORKS

Alhussein Fawzi,
Seyed-Mohsen Moosavi-Dezfooli,
and Pascal Frossard

Jongyoo Kim, Hui Zeng,
Deepti Ghadiyaram, Sanghoon Lee,
Lei Zhang, and Alan C. Bovik

ON THE COVER

FEATURE

This special issue of IEEE Signal Processing Magazine
provides survey articles on the latest advances in deep
learning for visual understanding. Its objective is to encourage a diverse audience of researchers and enthusiasts
toward an effective participation in the solution of analogous
problems in other signal processing fields by inseminating
similar ideas.

ERFORMANCE BOUNDS
142	 PFOR
PARAMETER ESTIMATION

UNDER MISSPECIFIED MODELS

COVER IMAGE: ©ISTOCKPHOTO.COM/MONSITJ

Stefano Fortunati, Fulvio Gini,
Maria S. Greco, and
Christ D. Richmond

ISUAL QUESTION ANSWERING
63	 	 VDamien
Teney, Qi Wu,
and Anton van den Hengel

DEEP METRIC LEARNING
76		 FOR
VISUAL UNDERSTANDING

Jiwen Lu, Junlin Hu, and Jie Zhou

©ISTOCKPHOTO.COM/MIAKIEVY

ONVOLUTIONAL NEURAL
85		 CNETWORKS
FOR INVERSE
PROBLEMS IN IMAGING

Michael T. McCann,
Kyong Hwan Jin, and Michael Unser

PG. 142

4

2

2

1

0

0

-2

-1

-4
-4

MULTIMODAL LEARNING
96		 DEEP
Dhanesh Ramachandram

-2

0
(a)

2

4

-2
-2

-1

0
(b)

1

2

PG. 158

and Graham W. Taylor

IEEE SIGNAL PROCESSING MAGAZINE  (ISSN 1053-5888) (ISPREG) is published bimonthly by the Institute of Electrical and Electronics Engineers, Inc., 3 Park Avenue, 17th Floor, New York,
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Digital Object Identifier 10.1109/MSP.2017.2750304

IEEE SIGNAL PROCESSING MAGAZINE

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November 2017

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Table of Contents for the Digital Edition of Signal Processing - November 2017

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Signal Processing - November 2017 - Cover2
Signal Processing - November 2017 - 1
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Signal Processing - November 2017 - Cover3
Signal Processing - November 2017 - Cover4
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