Keyword : deep learning


Orthogonal Gradient Penalty for Fast Training of Wasserstein GAN Based Multi-Task Autoencoder toward Robust Speech Recognition
Chao-Yuan KAO Sangwook PARK Alzahra BADI David K. HAN Hanseok KO 
Publication:   
Publication Date: 2020/05/01
Vol. E103-D  No. 5 ; pp. 1195-1198
Type of Manuscript:  LETTER
Category: Speech and Hearing
Keyword: 
speech enhancementgenerative adversarial networksdeep learningrobust speech recognition
 Summary | Full Text:PDF(470.2KB)

Vehicle Key Information Detection Algorithm Based on Improved SSD
Ende WANG Yong LI Yuebin WANG Peng WANG Jinlei JIAO Xiaosheng YU 
Publication:   
Publication Date: 2020/05/01
Vol. E103-A  No. 5 ; pp. 769-779
Type of Manuscript:  PAPER
Category: Intelligent Transport System
Keyword: 
vehicle information detectiondeep learningconvolutional neural networktarget detection
 Summary | Full Text:PDF(4.9MB)

Software Development Effort Estimation from Unstructured Software Project Description by Sequence Models
Tachanun KANGWANTRAKOOL Kobkrit VIRIYAYUDHAKORN Thanaruk THEERAMUNKONG 
Publication:   
Publication Date: 2020/04/01
Vol. E103-D  No. 4 ; pp. 739-747
Type of Manuscript:  Special Section PAPER (Special Section on Intelligent Information and Communication Technology and its Applications to Creative Activity Support)
Category: 
Keyword: 
software effort estimationregressiondeep learningsequence modelrecurrent neural network (RNN)gated recurrent units (GRU)long short-term memory network (LSTM)
 Summary | Full Text:PDF(1.1MB)

Mal2d: 2d Based Deep Learning Model for Malware Detection Using Black and White Binary Image
Minkyoung CHO Jik-Soo KIM Jongho SHIN Incheol SHIN 
Publication:   
Publication Date: 2020/04/01
Vol. E103-D  No. 4 ; pp. 896-900
Type of Manuscript:  LETTER
Category: Artificial Intelligence, Data Mining
Keyword: 
malware detectiondeep learningbinary image
 Summary | Full Text:PDF(236KB)

Evaluating Deep Learning for Image Classification in Adversarial Environment
Ye PENG Wentao ZHAO Wei CAI Jinshu SU Biao HAN Qiang LIU 
Publication:   
Publication Date: 2020/04/01
Vol. E103-D  No. 4 ; pp. 825-837
Type of Manuscript:  PAPER
Category: Artificial Intelligence, Data Mining
Keyword: 
adversarial environmentdeep learningevaluating metricsimage classificationsecurity evaluation
 Summary | Full Text:PDF(4.2MB)

A Non-Intrusive Speech Intelligibility Estimation Method Based on Deep Learning Using Autoencoder Features
Yoonhee KIM Deokgyu YUN Hannah LEE Seung Ho CHOI 
Publication:   
Publication Date: 2020/03/01
Vol. E103-D  No. 3 ; pp. 714-715
Type of Manuscript:  LETTER
Category: Speech and Hearing
Keyword: 
autoencoderbottleneck featureSTOIdeep learninglong short-term memory (LSTM)
 Summary | Full Text:PDF(173.4KB)

Edge-SiamNet and Edge-TripleNet: New Deep Learning Models for Handwritten Numeral Recognition
Weiwei JIANG Le ZHANG 
Publication:   
Publication Date: 2020/03/01
Vol. E103-D  No. 3 ; pp. 720-723
Type of Manuscript:  LETTER
Category: Image Recognition, Computer Vision
Keyword: 
deep learninghandwritten numeral recognitionconvolutional neural network
 Summary | Full Text:PDF(422.6KB)

Broadband Direction of Arrival Estimation Based on Convolutional Neural Network
Wenli ZHU Min ZHANG Chenxi WU Lingqing ZENG 
Publication:   
Publication Date: 2020/03/01
Vol. E103-B  No. 3 ; pp. 148-154
Type of Manuscript:  PAPER
Category: Fundamental Theories for Communications
Keyword: 
deep learningdirection of arrivalconvolutional neural networkuniform circle array
 Summary | Full Text:PDF(1.5MB)

Real-Time Generic Object Tracking via Recurrent Regression Network
Rui CHEN Ying TONG Ruiyu LIANG 
Publication:   
Publication Date: 2020/03/01
Vol. E103-D  No. 3 ; pp. 602-611
Type of Manuscript:  PAPER
Category: Artificial Intelligence, Data Mining
Keyword: 
object trackingdeep learningconvolutional neural networkfeatures comparisonrecurrent neural network
 Summary | Full Text:PDF(1.5MB)

Combining CNN and Broad Learning for Music Classification
Huan TANG Ning CHEN 
Publication:   
Publication Date: 2020/03/01
Vol. E103-D  No. 3 ; pp. 695-701
Type of Manuscript:  PAPER
Category: Music Information Processing
Keyword: 
deep learningbroad learningrandom convolutional neural network (RCNN)music classification
 Summary | Full Text:PDF(2.4MB)

Fast Inference of Binarized Convolutional Neural Networks Exploiting Max Pooling with Modified Block Structure
Ji-Hoon SHIN Tae-Hwan KIM 
Publication:   
Publication Date: 2020/03/01
Vol. E103-D  No. 3 ; pp. 706-710
Type of Manuscript:  LETTER
Category: Software System
Keyword: 
binarized neural networksembedded systemsconvolutional neural networksinferencedeep learning
 Summary | Full Text:PDF(325.6KB)

Recurrent Neural Network Compression Based on Low-Rank Tensor Representation
Andros TJANDRA Sakriani SAKTI Satoshi NAKAMURA 
Publication:   
Publication Date: 2020/02/01
Vol. E103-D  No. 2 ; pp. 435-449
Type of Manuscript:  PAPER
Category: Music Information Processing
Keyword: 
recurrent neural networkmodel compressiontensor decompositiondeep learning
 Summary | Full Text:PDF(1.2MB)

Simple Black-Box Adversarial Examples Generation with Very Few Queries
Yuya SENZAKI Satsuya OHATA Kanta MATSUURA 
Publication:   
Publication Date: 2020/02/01
Vol. E103-D  No. 2 ; pp. 212-221
Type of Manuscript:  Special Section PAPER (Special Section on Security, Privacy, Anonymity and Trust in Cyberspace Computing and Communications)
Category: Reliability and Security of Computer Systems
Keyword: 
adversarial examplesblack-box attackdeep learning
 Summary | Full Text:PDF(540.4KB)

CsiNet-Plus Model with Truncation and Noise on CSI Feedback
Feng LIU Xuecheng HE Conggai LI Yanli XU 
Publication:   
Publication Date: 2020/01/01
Vol. E103-A  No. 1 ; pp. 376-381
Type of Manuscript:  LETTER
Category: Communication Theory and Signals
Keyword: 
massive MIMOCSI feedbacktruncationchannel noisedeep learning
 Summary | Full Text:PDF(430.5KB)

On the Complementary Role of DNN Multi-Level Enhancement for Noisy Robust Speaker Recognition in an I-Vector Framework
Xingyu ZHANG Xia ZOU Meng SUN Penglong WU Yimin WANG Jun HE 
Publication:   
Publication Date: 2020/01/01
Vol. E103-A  No. 1 ; pp. 356-360
Type of Manuscript:  LETTER
Category: Speech and Hearing
Keyword: 
multi-level enhancementi-vectorrobust speaker recognitiondeep learningweighted Gaussian mixture models
 Summary | Full Text:PDF(494.1KB)

Channel and Frequency Attention Module for Diverse Animal Sound Classification
Kyungdeuk KO Jaihyun PARK David K. HAN Hanseok KO 
Publication:   
Publication Date: 2019/12/01
Vol. E102-D  No. 12 ; pp. 2615-2618
Type of Manuscript:  LETTER
Category: Artificial Intelligence, Data Mining
Keyword: 
artificial intelligencedeep learningacoustic signalself-attentionCNN
 Summary | Full Text:PDF(380.4KB)

Detecting Surface Defects of Wind Tubine Blades Using an Alexnet Deep Learning Algorithm
Xiao-Yi ZHAO Chao-Yi DONG Peng ZHOU Mei-Jia ZHU Jing-Wen REN Xiao-Yan CHEN 
Publication:   
Publication Date: 2019/12/01
Vol. E102-A  No. 12 ; pp. 1817-1824
Type of Manuscript:  Special Section PAPER (Special Section on Smart Multimedia & Communication Systems)
Category: Machine Learning
Keyword: 
deep learningAlexnet4-rotor UAVBP neural networkwind power generator bladedamage diagnosis
 Summary | Full Text:PDF(3.2MB)

Tweet Stance Detection Using Multi-Kernel Convolution and Attentive LSTM Variants
Umme Aymun SIDDIQUA Abu Nowshed CHY Masaki AONO 
Publication:   
Publication Date: 2019/12/01
Vol. E102-D  No. 12 ; pp. 2493-2503
Type of Manuscript:  PAPER
Category: Artificial Intelligence, Data Mining
Keyword: 
stance detectiondeep learningneural network modelattention mechanismnested LSTMs (NLSTMs)densely connected bidirectional LSTM (Bi-LSTM)multi-kernel convolution
 Summary | Full Text:PDF(752.9KB)

Attentive Sequences Recurrent Network for Social Relation Recognition from Video
Jinna LV Bin WU Yunlei ZHANG Yunpeng XIAO 
Publication:   
Publication Date: 2019/12/01
Vol. E102-D  No. 12 ; pp. 2568-2576
Type of Manuscript:  PAPER
Category: Image Recognition, Computer Vision
Keyword: 
social relation recognitionvideo analysisdeep learningLSTMattention mechanism
 Summary | Full Text:PDF(1.2MB)

Attention-Guided Spatial Transformer Networks for Fine-Grained Visual Recognition
Dichao LIU Yu WANG Jien KATO 
Publication:   
Publication Date: 2019/12/01
Vol. E102-D  No. 12 ; pp. 2577-2586
Type of Manuscript:  PAPER
Category: Image Recognition, Computer Vision
Keyword: 
recognitionattentionfine-graineddeep learning
 Summary | Full Text:PDF(7.8MB)

TFIDF-FL: Localizing Faults Using Term Frequency-Inverse Document Frequency and Deep Learning
Zhuo ZHANG Yan LEI Jianjun XU Xiaoguang MAO Xi CHANG 
Publication:   
Publication Date: 2019/09/01
Vol. E102-D  No. 9 ; pp. 1860-1864
Type of Manuscript:  LETTER
Category: Software Engineering
Keyword: 
debuggingfault localizationterm frequencyinverse document frequencydeep learning
 Summary | Full Text:PDF(634.9KB)

Image Denoiser Using Convolutional Neural Network with Deconvolution and Modified Residual Network
Soo-Yeon SHIN Dong-Myung KIM Jae-Won SUH 
Publication:   
Publication Date: 2019/08/01
Vol. E102-D  No. 8 ; pp. 1598-1601
Type of Manuscript:  LETTER
Category: Image Processing and Video Processing
Keyword: 
imagedenoisedeep learningCNN
 Summary | Full Text:PDF(526.6KB)

Webly-Supervised Food Detection with Foodness Proposal
Wataru SHIMODA Keiji YANAI 
Publication:   
Publication Date: 2019/07/01
Vol. E102-D  No. 7 ; pp. 1230-1239
Type of Manuscript:  Special Section PAPER (Special Section on Multimedia for Cooking and Eating Activities)
Category: 
Keyword: 
food segmentationconvolutional neural networkdeep learningUEC-FOOD100
 Summary | Full Text:PDF(2.5MB)

GUINNESS: A GUI Based Binarized Deep Neural Network Framework for Software Programmers
Hiroki NAKAHARA Haruyoshi YONEKAWA Tomoya FUJII Masayuki SHIMODA Shimpei SATO 
Publication:   
Publication Date: 2019/05/01
Vol. E102-D  No. 5 ; pp. 1003-1011
Type of Manuscript:  Special Section PAPER (Special Section on Reconfigurable Systems)
Category: Design Tools
Keyword: 
machine learningdeep learningpruningFPGA
 Summary | Full Text:PDF(1.2MB)

RNA: An Accurate Residual Network Accelerator for Quantized and Reconstructed Deep Neural Networks
Cheng LUO Wei CAO Lingli WANG Philip H. W. LEONG 
Publication:   
Publication Date: 2019/05/01
Vol. E102-D  No. 5 ; pp. 1037-1045
Type of Manuscript:  Special Section PAPER (Special Section on Reconfigurable Systems)
Category: Applications
Keyword: 
deep learningresidual networkssoftware-hardware co-designbatch-normalization layersFPGA
 Summary | Full Text:PDF(1.2MB)

A Highly Accurate Transportation Mode Recognition Using Mobile Communication Quality
Wataru KAWAKAMI Kenji KANAI Bo WEI Jiro KATTO 
Publication:   
Publication Date: 2019/04/01
Vol. E102-B  No. 4 ; pp. 741-750
Type of Manuscript:  Special Section PAPER (Special Section on Sensing, Wireless Networking, Data Collection, Analysis and Processing Technologies for Ambient Intelligence with Internet of Things)
Category: 
Keyword: 
mobile sensingtransportation mode recognitioncommunication qualitymachine learningdeep learningquality of service
 Summary | Full Text:PDF(3.3MB)

Feature Selection of Deep Learning Models for EEG-Based RSVP Target Detection
Jingxia CHEN Zijing MAO Ru ZHENG Yufei HUANG Lifeng HE 
Publication:   
Publication Date: 2019/04/01
Vol. E102-D  No. 4 ; pp. 836-844
Type of Manuscript:  PAPER
Category: Artificial Intelligence, Data Mining
Keyword: 
RSVPEEGfeature selectiondeep learningCNN
 Summary | Full Text:PDF(1.2MB)

Rectifying Transformation Networks for Transformation-Invariant Representations with Power Law
Chunxiao FAN Yang LI Lei TIAN Yong LI 
Publication:   
Publication Date: 2019/03/01
Vol. E102-D  No. 3 ; pp. 675-679
Type of Manuscript:  LETTER
Category: Image Recognition, Computer Vision
Keyword: 
convolutional neural networkdeep learningimage representationtransformation error
 Summary | Full Text:PDF(196.7KB)

Faster-ADNet for Visual Tracking
Tiansa ZHANG Chunlei HUO Zhiqiang ZHOU Bo WANG 
Publication:   
Publication Date: 2019/03/01
Vol. E102-D  No. 3 ; pp. 684-687
Type of Manuscript:  LETTER
Category: Image Recognition, Computer Vision
Keyword: 
visual trackingdeep learningstatus re-identification
 Summary | Full Text:PDF(1.7MB)

Personal Data Retrieval and Disambiguation in Web Person Search
Yuliang WEI Guodong XIN Wei WANG Fang LV Bailing WANG 
Publication:   
Publication Date: 2019/02/01
Vol. E102-D  No. 2 ; pp. 392-395
Type of Manuscript:  LETTER
Category: Data Engineering, Web Information Systems
Keyword: 
sequential block modeldeep learningweb extractionname disambiguation
 Summary | Full Text:PDF(868.2KB)

Security Consideration for Deep Learning-Based Image Forensics
Wei ZHAO Pengpeng YANG Rongrong NI Yao ZHAO Haorui WU 
Publication:   
Publication Date: 2018/12/01
Vol. E101-D  No. 12 ; pp. 3263-3266
Type of Manuscript:  LETTER
Category: Image Recognition, Computer Vision
Keyword: 
image forensicssecuritydeep learningadversarial images
 Summary | Full Text:PDF(1.4MB)

A Machine Learning-Based Approach for Selecting SpMV Kernels and Matrix Storage Formats
Hang CUI Shoichi HIRASAWA Hiroaki KOBAYASHI Hiroyuki TAKIZAWA 
Publication:   
Publication Date: 2018/09/01
Vol. E101-D  No. 9 ; pp. 2307-2314
Type of Manuscript:  PAPER
Category: Artificial Intelligence, Data Mining
Keyword: 
SpMVcode selectiondeep learningconvolutional neural network
 Summary | Full Text:PDF(749.4KB)

Transform Electric Power Curve into Dynamometer Diagram Image Using Deep Recurrent Neural Network
Junfeng SHI Wenming MA Peng SONG 
Publication:   
Publication Date: 2018/08/01
Vol. E101-D  No. 8 ; pp. 2154-2158
Type of Manuscript:  LETTER
Category: Artificial Intelligence, Data Mining
Keyword: 
deep learningembeddingrecurrent neural networkcomputer vision
 Summary | Full Text:PDF(309.6KB)

Sequential Convolutional Residual Network for Image Recognition
Wonjun HWANG 
Publication:   
Publication Date: 2018/04/01
Vol. E101-D  No. 4 ; pp. 1213-1216
Type of Manuscript:  LETTER
Category: Image Recognition, Computer Vision
Keyword: 
deep learningconvolutional neural networkresidual network
 Summary | Full Text:PDF(303.6KB)

Stock Price Prediction by Deep Neural Generative Model of News Articles
Takashi MATSUBARA Ryo AKITA Kuniaki UEHARA 
Publication:   
Publication Date: 2018/04/01
Vol. E101-D  No. 4 ; pp. 901-908
Type of Manuscript:  Special Section PAPER (Special Section on Intelligent Information and Communication Technology and its Applications to Creative Activity Support)
Category: Datamining Technologies
Keyword: 
stock price predictionnews articlesdeep learninggenerative model
 Summary | Full Text:PDF(396KB)

Performance Evaluation of Pipeline-Based Processing for the Caffe Deep Learning Framework
Ayae ICHINOSE Atsuko TAKEFUSA Hidemoto NAKADA Masato OGUCHI 
Publication:   
Publication Date: 2018/04/01
Vol. E101-D  No. 4 ; pp. 1042-1052
Type of Manuscript:  Special Section PAPER (Special Section on Data Engineering and Information Management)
Category: 
Keyword: 
deep learningmachine learningdistributed processingcloud computinglife-log analysis
 Summary | Full Text:PDF(3.3MB)

Deep Relational Model: A Joint Probabilistic Model with a Hierarchical Structure for Bidirectional Estimation of Image and Labels
Toru NAKASHIKA 
Publication:   
Publication Date: 2018/02/01
Vol. E101-D  No. 2 ; pp. 428-436
Type of Manuscript:  PAPER
Category: Artificial Intelligence, Data Mining
Keyword: 
image classificationimage generationdeep learninggenerative modelBoltzmann distribution
 Summary | Full Text:PDF(673.4KB)

A Threshold Neuron Pruning for a Binarized Deep Neural Network on an FPGA
Tomoya FUJII Shimpei SATO Hiroki NAKAHARA 
Publication:   
Publication Date: 2018/02/01
Vol. E101-D  No. 2 ; pp. 376-386
Type of Manuscript:  Special Section PAPER (Special Section on Reconfigurable Systems)
Category: Emerging Applications
Keyword: 
machine learningdeep learningpruningFPGA
 Summary | Full Text:PDF(1.2MB)

Deep Learning-Based Fault Localization with Contextual Information
Zhuo ZHANG Yan LEI Qingping TAN Xiaoguang MAO Ping ZENG Xi CHANG 
Publication:   
Publication Date: 2017/12/01
Vol. E100-D  No. 12 ; pp. 3027-3031
Type of Manuscript:  LETTER
Category: Software Engineering
Keyword: 
fault localizationdynamic slicedeep learningcontextual information
 Summary | Full Text:PDF(4.4MB)

Multi-Channel Convolutional Neural Networks for Image Super-Resolution
Shinya OHTANI Yu KATO Nobutaka KUROKI Tetsuya HIROSE Masahiro NUMA 
Publication:   
Publication Date: 2017/02/01
Vol. E100-A  No. 2 ; pp. 572-580
Type of Manuscript:  Special Section PAPER (Special Section on Image Media Quality)
Category: IMAGE PROCESSING
Keyword: 
super-resolutionresolution enhancementconvolutional neural networksCNNdeep learning
 Summary | Full Text:PDF(3.3MB)

Deep Nonlinear Metric Learning for Speaker Verification in the I-Vector Space
Yong FENG Qingyu XIONG Weiren SHI 
Publication:   
Publication Date: 2017/01/01
Vol. E100-D  No. 1 ; pp. 215-219
Type of Manuscript:  LETTER
Category: Speech and Hearing
Keyword: 
speaker verificationrestricted Boltzmann machinenonlinear metricdeep learning
 Summary | Full Text:PDF(384.2KB)

Combining Fisher Criterion and Deep Learning for Patterned Fabric Defect Inspection
Yundong LI Jiyue ZHANG Yubing LIN 
Publication:   IEICE TRANSACTIONS on Information and Systems
Publication Date: 2016/11/01
Vol. E99-D  No. 11 ; pp. 2840-2842
Type of Manuscript:  LETTER
Category: Image Recognition, Computer Vision
Keyword: 
deep learningfabric defect inspectionstacked autoencodersFisher criterion
 Summary | Full Text:PDF(893.8KB)

Food Image Recognition Using Covariance of Convolutional Layer Feature Maps
Atsushi TATSUMA Masaki AONO 
Publication:   IEICE TRANSACTIONS on Information and Systems
Publication Date: 2016/06/01
Vol. E99-D  No. 6 ; pp. 1711-1715
Type of Manuscript:  LETTER
Category: Image Recognition, Computer Vision
Keyword: 
food image recognitionconvolutional neural networkscovariance descriptorpattern recognitiondeep learning
 Summary | Full Text:PDF(989KB)

k-Degree Layer-Wise Network for Geo-Distributed Computing between Cloud and IoT
Yiqiang SHENG Jinlin WANG Haojiang DENG Chaopeng LI 
Publication:   IEICE TRANSACTIONS on Communications
Publication Date: 2016/02/01
Vol. E99-B  No. 2 ; pp. 307-314
Type of Manuscript:  Special Section PAPER (Special Section on Management for the Era of Internet of Things and Big Data)
Category: 
Keyword: 
big datainternet of thingsgeo-distributed computingdeep learningcloud computing
 Summary | Full Text:PDF(1.6MB)

A Cascade System of Dynamic Binary Neural Networks and Learning of Periodic Orbit
Jungo MORIYASU Toshimichi SAITO 
Publication:   IEICE TRANSACTIONS on Information and Systems
Publication Date: 2015/09/01
Vol. E98-D  No. 9 ; pp. 1622-1629
Type of Manuscript:  Special Section PAPER (Special Section on Optimization and Learning Algorithms of Small Embedded Devices and Related Software/Hardware Implementation)
Category: 
Keyword: 
binary neural networksdeep learningswitching circuits
 Summary | Full Text:PDF(3MB)

Learning Deep Dictionary for Hyperspectral Image Denoising
Leigang HUO Xiangchu FENG Chunlei HUO Chunhong PAN 
Publication:   IEICE TRANSACTIONS on Information and Systems
Publication Date: 2015/07/01
Vol. E98-D  No. 7 ; pp. 1401-1404
Type of Manuscript:  LETTER
Category: Pattern Recognition
Keyword: 
dictionary learningdeep learninghyperspectral image denoisingfine-tuning
 Summary | Full Text:PDF(884.1KB)

Voice Conversion Based on Speaker-Dependent Restricted Boltzmann Machines
Toru NAKASHIKA Tetsuya TAKIGUCHI Yasuo ARIKI 
Publication:   IEICE TRANSACTIONS on Information and Systems
Publication Date: 2014/06/01
Vol. E97-D  No. 6 ; pp. 1403-1410
Type of Manuscript:  Special Section PAPER (Special Section on Advances in Modeling for Real-world Speech Information Processing and its Application)
Category: Voice Conversion and Speech Enhancement
Keyword: 
voice conversionrestricted Boltzmann machinedeep learningspeaker individuality
 Summary | Full Text:PDF(642.2KB)

Hidden Conditional Neural Fields for Continuous Phoneme Speech Recognition
Yasuhisa FUJII Kazumasa YAMAMOTO Seiichi NAKAGAWA 
Publication:   IEICE TRANSACTIONS on Information and Systems
Publication Date: 2012/08/01
Vol. E95-D  No. 8 ; pp. 2094-2104
Type of Manuscript:  PAPER
Category: Speech and Hearing
Keyword: 
hidden conditional neural fieldshidden conditional random fieldshidden Markov modelspeech recognitiondeep learning
 Summary | Full Text:PDF(324.9KB)