Keyword : deep learning


Gradient Corrected Approximation for Binary Neural Networks
Song CHENG Zixuan LI Yongsen WANG Wanbing ZOU Yumei ZHOU Delong SHANG Shushan QIAO 
Publication:   
Publication Date: 2021/10/01
Vol. E104-D  No. 10 ; pp. 1784-1788
Type of Manuscript:  LETTER
Category: Biocybernetics, Neurocomputing
Keyword: 
binary neural networkdeep learninggradient approximationfine-tuning
 Summary | Full Text:PDF

Triplet Attention Network for Video-Based Person Re-Identification
Rui SUN Qili LIANG Zi YANG Zhenghui ZHAO Xudong ZHANG 
Publication:   
Publication Date: 2021/10/01
Vol. E104-D  No. 10 ; pp. 1775-1779
Type of Manuscript:  LETTER
Category: Image Recognition, Computer Vision
Keyword: 
person re-identificationconvolutional neural networkattention mechanismdeep learning
 Summary | Full Text:PDF

Unsupervised Building Damage Identification Using Post-Event Optical Imagery and Variational Autoencoder
Daming LIN Jie WANG Yundong LI 
Publication:   
Publication Date: 2021/10/01
Vol. E104-D  No. 10 ; pp. 1770-1774
Type of Manuscript:  LETTER
Category: Image Recognition, Computer Vision
Keyword: 
building damage identificationfeature alignmentdeep learningdomain adaptation
 Summary | Full Text:PDF

Image Emotion Recognition Using Visual and Semantic Features Reflecting Emotional and Similar Objects
Takahisa YAMAMOTO Shiki TAKEUCHI Atsushi NAKAZAWA 
Publication:   
Publication Date: 2021/10/01
Vol. E104-D  No. 10 ; pp. 1691-1701
Type of Manuscript:  PAPER
Category: Image Recognition, Computer Vision
Keyword: 
deep learningemotion recognitionobject vectorword vectorsemantic features
 Summary | Full Text:PDF

Health Indicator Estimation by Video-Based Gait Analysis
Ruochen LIAO Kousuke MORIWAKI Yasushi MAKIHARA Daigo MURAMATSU Noriko TAKEMURA Yasushi YAGI 
Publication:   
Publication Date: 2021/10/01
Vol. E104-D  No. 10 ; pp. 1678-1690
Type of Manuscript:  PAPER
Category: Image Recognition, Computer Vision
Keyword: 
gait analysisbody compositiondeep learninghealthcare
 Summary | Full Text:PDF

Conditional Wasserstein Generative Adversarial Networks for Rebalancing Iris Image Datasets
Yung-Hui LI Muhammad Saqlain ASLAM Latifa Nabila HARFIYA Ching-Chun CHANG 
Publication:   
Publication Date: 2021/09/01
Vol. E104-D  No. 9 ; pp. 1450-1458
Type of Manuscript:  PAPER
Category: Artificial Intelligence, Data Mining
Keyword: 
deep learninggenerative adversarial networkiris image generationmachine learning neural networkssignal synthesis
 Summary | Full Text:PDF

Capsule Network with Shortcut Routing
Thanh Vu DANG Hoang Trong VO Gwang Hyun YU Jin Young KIM 
Publication:   
Publication Date: 2021/08/01
Vol. E104-A  No. 8 ; pp. 1043-1050
Type of Manuscript:  PAPER
Category: Image
Keyword: 
capsule networkattention mechanismdeep learningfuzzy clustering
 Summary | Full Text:PDF

An Efficient Deep Learning Based Coarse-to-Fine Cephalometric Landmark Detection Method
Yu SONG Xu QIAO Yutaro IWAMOTO Yen-Wei CHEN Yili CHEN 
Publication:   
Publication Date: 2021/08/01
Vol. E104-D  No. 8 ; pp. 1359-1366
Type of Manuscript:  PAPER
Category: Image Processing and Video Processing
Keyword: 
cephalometric landmarkx-raydeep learningregistrationdeformable transformation
 Summary | Full Text:PDF

Video Inpainting by Frame Alignment with Deformable Convolution
Yusuke HARA Xueting WANG Toshihiko YAMASAKI 
Publication:   
Publication Date: 2021/08/01
Vol. E104-D  No. 8 ; pp. 1349-1358
Type of Manuscript:  PAPER
Category: Image Processing and Video Processing
Keyword: 
video inpaintingdeformable convolutiondeep learningcomputer vision
 Summary | Full Text:PDF

CJAM: Convolutional Neural Network Joint Attention Mechanism in Gait Recognition
Pengtao JIA Qi ZHAO Boze LI Jing ZHANG 
Publication:   
Publication Date: 2021/08/01
Vol. E104-D  No. 8 ; pp. 1239-1249
Type of Manuscript:  Special Section PAPER (Special Section on Computational Intelligence and Big Data for Scientific and Technological Resources and Services)
Category: 
Keyword: 
image classificationgait recognitiondeep learningconvolutional neural networksattention mechanism
 Summary | Full Text:PDF

Attention Voting Network with Prior Distance Augmented Loss for 6DoF Pose Estimation
Yong HE Ji LI Xuanhong ZHOU Zewei CHEN Xin LIU 
Publication:   
Publication Date: 2021/07/01
Vol. E104-D  No. 7 ; pp. 1039-1048
Type of Manuscript:  PAPER
Category: Image Recognition, Computer Vision
Keyword: 
6DoF pose estimationsemantic segmentationkeypoint localizationdeep learningattention mechanism
 Summary | Full Text:PDF

Secret Key Generation Scheme Based on Deep Learning in FDD MIMO Systems
Zheng WAN Kaizhi HUANG Lu CHEN 
Publication:   
Publication Date: 2021/07/01
Vol. E104-D  No. 7 ; pp. 1058-1062
Type of Manuscript:  LETTER
Category: Artificial Intelligence, Data Mining
Keyword: 
physical layer securitysecret key generationdeep learningFDD MIMO systems
 Summary | Full Text:PDF

Multi-View Texture Learning for Face Super-Resolution
Yu WANG Tao LU Feng YAO Yuntao WU Yanduo ZHANG 
Publication:   
Publication Date: 2021/07/01
Vol. E104-D  No. 7 ; pp. 1028-1038
Type of Manuscript:  PAPER
Category: Image Recognition, Computer Vision
Keyword: 
multi-view face imagetexture compensationface super-resolutiondeep learning
 Summary | Full Text:PDF

Differentially Private Neural Networks with Bounded Activation Function
Kijung JUNG Hyukki LEE Yon Dohn CHUNG 
Publication:   
Publication Date: 2021/06/01
Vol. E104-D  No. 6 ; pp. 905-908
Type of Manuscript:  LETTER
Category: Artificial Intelligence, Data Mining
Keyword: 
deep learningactivation functiondifferential privacy
 Summary | Full Text:PDF

HAIF: A Hierarchical Attention-Based Model of Filtering Invalid Webpage
Chaoran ZHOU Jianping ZHAO Tai MA Xin ZHOU 
Publication:   
Publication Date: 2021/05/01
Vol. E104-D  No. 5 ; pp. 659-668
Type of Manuscript:  Special Section PAPER (Special Section on the Architectures, Protocols, and Applications for the Future Internet)
Category: 
Keyword: 
invalid webpage filteringattention mechanismhierarchical-level attention caculationwebpage featuresdeep learning
 Summary | Full Text:PDF

Action Recognition Using Pose Data in a Distributed Environment over the Edge and Cloud
Chikako TAKASAKI Atsuko TAKEFUSA Hidemoto NAKADA Masato OGUCHI 
Publication:   
Publication Date: 2021/05/01
Vol. E104-D  No. 5 ; pp. 539-550
Type of Manuscript:  Special Section PAPER (Special Section on Data Engineering and Information Management)
Category: 
Keyword: 
deep learningmachine learningdistributed processingcloud computingaction recognition
 Summary | Full Text:PDF

MTGAN: Extending Test Case set for Deep Learning Image Classifier
Erhu LIU Song HUANG Cheng ZONG Changyou ZHENG Yongming YAO Jing ZHU Shiqi TANG Yanqiu WANG 
Publication:   
Publication Date: 2021/05/01
Vol. E104-D  No. 5 ; pp. 709-722
Type of Manuscript:  PAPER
Category: Software Engineering
Keyword: 
test casedeep learningadversarial exampleGAN
 Summary | Full Text:PDF

Backbone Alignment and Cascade Tiny Object Detecting Techniques for Dolphin Detection and Classification
Yih-Cherng LEE Hung-Wei HSU Jian-Jiun DING Wen HOU Lien-Shiang CHOU Ronald Y. CHANG 
Publication:   
Publication Date: 2021/04/01
Vol. E104-A  No. 4 ; pp. 734-743
Type of Manuscript:  PAPER
Category: Image
Keyword: 
object detectiondeep learningobject segmentationrotation measurementimage classification
 Summary | Full Text:PDF

Deep Network for Parametric Bilinear Generalized Approximate Message Passing and Its Application in Compressive Sensing under Matrix Uncertainty
Jingjing SI Wenwen SUN Chuang LI Yinbo CHENG 
Publication:   
Publication Date: 2021/04/01
Vol. E104-A  No. 4 ; pp. 751-756
Type of Manuscript:  LETTER
Category: Digital Signal Processing
Keyword: 
deep learningcompressive sensingparametric bilinear generalized approximate message passingmatrix uncertainty
 Summary | Full Text:PDF

Benchmarking Modern Edge Devices for AI Applications
Pilsung KANG Jongmin JO 
Publication:   
Publication Date: 2021/03/01
Vol. E104-D  No. 3 ; pp. 394-403
Type of Manuscript:  PAPER
Category: Computer System
Keyword: 
edge computingdeep learningperformance benchmarkGPU (graphics processing unit)TPU (tensor processing unit)
 Summary | Full Text:PDF

Robustness of Deep Learning Models in Dermatological Evaluation: A Critical Assessment
Sourav MISHRA Subhajit CHAUDHURY Hideaki IMAIZUMI Toshihiko YAMASAKI 
Publication:   
Publication Date: 2021/03/01
Vol. E104-D  No. 3 ; pp. 419-429
Type of Manuscript:  PAPER
Category: Artificial Intelligence, Data Mining
Keyword: 
deep learningdermatologyinterpretabilityrobustness
 Summary | Full Text:PDF

Digital Watermarking Method for Printed Matters Using Deep Learning for Detecting Watermarked Areas
Hiroyuki IMAGAWA Motoi IWATA Koichi KISE 
Publication:   
Publication Date: 2021/01/01
Vol. E104-D  No. 1 ; pp. 34-42
Type of Manuscript:  Special Section PAPER (Special Section on Enriched Multimedia — Multimedia Security and Forensics —)
Category: 
Keyword: 
digital watermarkingdeep learningsemantic segmentationprint-cam attackmobile device
 Summary | Full Text:PDF

Target-Oriented Deformation of Visual-Semantic Embedding Space
Takashi MATSUBARA 
Publication:   
Publication Date: 2021/01/01
Vol. E104-D  No. 1 ; pp. 24-33
Type of Manuscript:  Special Section PAPER (Special Section on Enriched Multimedia — Multimedia Security and Forensics —)
Category: 
Keyword: 
visual-semantic embeddingimage-caption retrievaldeep learningflow-based model
 Summary | Full Text:PDF

Unsupervised Deep Embedded Hashing for Large-Scale Image Retrieval
Huanmin WANG 
Publication:   
Publication Date: 2021/01/01
Vol. E104-A  No. 1 ; pp. 343-346
Type of Manuscript:  LETTER
Category: Image
Keyword: 
hashingunsupervised learningdeep learning
 Summary | Full Text:PDF

Multi-Category Image Super-Resolution with Convolutional Neural Network and Multi-Task Learning
Kazuya URAZOE Nobutaka KUROKI Yu KATO Shinya OHTANI Tetsuya HIROSE Masahiro NUMA 
Publication:   
Publication Date: 2021/01/01
Vol. E104-D  No. 1 ; pp. 183-193
Type of Manuscript:  PAPER
Category: Image Processing and Video Processing
Keyword: 
super-resolutionresolution enhancementconvolutional neural networkmulti-task learningdeep learning
 Summary | Full Text:PDF

Battery-Powered Wild Animal Detection Nodes with Deep Learning
Hiroshi SAITO Tatsuki OTAKE Hayato KATO Masayuki TOKUTAKE Shogo SEMBA Yoichi TOMIOKA Yukihide KOHIRA 
Publication:   
Publication Date: 2020/12/01
Vol. E103-B  No. 12 ; pp. 1394-1402
Type of Manuscript:  Special Section PAPER (Special Section on IoT Sensor Networks and Mobile Intelligence)
Category: 
Keyword: 
wild animal detectiondeep learningcamera-trapmicro-computer boardsand power saving
 Summary | Full Text:PDF

An Efficient Method for Training Deep Learning Networks Distributed
Chenxu WANG Yutong LU Zhiguang CHEN Junnan LI 
Publication:   
Publication Date: 2020/12/01
Vol. E103-D  No. 12 ; pp. 2444-2456
Type of Manuscript:  Special Section PAPER (Special Section on Parallel, Distributed, and Reconfigurable Computing, and Networking)
Category: Fundamentals of Information Systems
Keyword: 
deep learningdistributed traininghierarchical synchronous stochastic gradient descentdata-parallelism
 Summary | Full Text:PDF

A Two-Stage Approach for Fine-Grained Visual Recognition via Confidence Ranking and Fusion
Kangbo SUN Jie ZHU 
Publication:   
Publication Date: 2020/12/01
Vol. E103-D  No. 12 ; pp. 2693-2700
Type of Manuscript:  PAPER
Category: Image Recognition, Computer Vision
Keyword: 
fine-grainedobject locationattentionbilinear poolingdeep learning
 Summary | Full Text:PDF

Efficient Salient Object Detection Model with Dilated Convolutional Networks
Fei GUO Yuan YANG Yong GAO Ningmei YU 
Publication:   
Publication Date: 2020/10/01
Vol. E103-D  No. 10 ; pp. 2199-2207
Type of Manuscript:  PAPER
Category: Image Recognition, Computer Vision
Keyword: 
saliency detection modeldeep learningdilated convolution
 Summary | Full Text:PDF

Sentence-Embedding and Similarity via Hybrid Bidirectional-LSTM and CNN Utilizing Weighted-Pooling Attention
Degen HUANG Anil AHMED Syed Yasser ARAFAT Khawaja Iftekhar RASHID Qasim ABBAS Fuji REN 
Publication:   
Publication Date: 2020/10/01
Vol. E103-D  No. 10 ; pp. 2216-2227
Type of Manuscript:  PAPER
Category: Natural Language Processing
Keyword: 
sentence similaritysentence embeddingdeep learninglong short-term memoryconvolutional neural network
 Summary | Full Text:PDF

Fundamental Trial on DOA Estimation with Deep Learning
Yuya KASE Toshihiko NISHIMURA Takeo OHGANE Yasutaka OGAWA Daisuke KITAYAMA Yoshihisa KISHIYAMA 
Publication:   
Publication Date: 2020/10/01
Vol. E103-B  No. 10 ; pp. 1127-1135
Type of Manuscript:  PAPER
Category: Antennas and Propagation
Keyword: 
DOA estimationdeep learningmachine learning
 Summary | Full Text:PDF

Weight Compression MAC Accelerator for Effective Inference of Deep Learning
Asuka MAKI Daisuke MIYASHITA Shinichi SASAKI Kengo NAKATA Fumihiko TACHIBANA Tomoya SUZUKI Jun DEGUCHI Ryuichi FUJIMOTO 
Publication:   
Publication Date: 2020/10/01
Vol. E103-C  No. 10 ; pp. 514-523
Type of Manuscript:  Special Section PAPER (Special Section on Analog Circuits and Their Application Technologies)
Category: Integrated Electronics
Keyword: 
deep learningconvolutional neural networkquantizationvariable bit widthpost-traininginferenceacceleratorprocessorFPGA
 Summary | Full Text:PDF

Improvement of Luminance Isotropy for Convolutional Neural Networks-Based Image Super-Resolution
Kazuya URAZOE Nobutaka KUROKI Yu KATO Shinya OHTANI Tetsuya HIROSE Masahiro NUMA 
Publication:   
Publication Date: 2020/07/01
Vol. E103-A  No. 7 ; pp. 955-958
Type of Manuscript:  LETTER
Category: Image
Keyword: 
super-resolutionresolution enhancementconvolutional neural networkisotropydeep learning
 Summary | Full Text:PDF

Intrusion Detection System Using Deep Learning and Its Application to Wi-Fi Network
Kwangjo KIM 
Publication:   
Publication Date: 2020/07/01
Vol. E103-D  No. 7 ; pp. 1433-1447
Type of Manuscript:  INVITED PAPER (Special Section on Information and Communication System Security)
Category: 
Keyword: 
intrusion detection systemdeep learningfeature learninganomaly detectiondeep-feature extraction and selection
 Summary | Full Text:PDF

A Two-Stage Phase-Aware Approach for Monaural Multi-Talker Speech Separation
Lu YIN Junfeng LI Yonghong YAN Masato AKAGI 
Publication:   
Publication Date: 2020/07/01
Vol. E103-D  No. 7 ; pp. 1732-1743
Type of Manuscript:  PAPER
Category: Speech and Hearing
Keyword: 
speech separationphase recoveryamplitude estimationdeep learningmask estimation
 Summary | Full Text:PDF

Improving Faster R-CNN Framework for Multiscale Chinese Character Detection and Localization
Minseong KIM Hyun-Chul CHOI 
Publication:   
Publication Date: 2020/07/01
Vol. E103-D  No. 7 ; pp. 1777-1781
Type of Manuscript:  LETTER
Category: Pattern Recognition
Keyword: 
Chinese character localizationmultiscale object detectiondeep learning
 Summary | Full Text:PDF

Deep State-Space Model for Noise Tolerant Skeleton-Based Action Recognition
Kazuki KAWAMURA Takashi MATSUBARA Kuniaki UEHARA 
Publication:   
Publication Date: 2020/06/01
Vol. E103-D  No. 6 ; pp. 1217-1225
Type of Manuscript:  Special Section PAPER (Special Section on Machine Vision and its Applications)
Category: 
Keyword: 
deep learningskeletonaction recognitionstate-space models
 Summary | Full Text:PDF

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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
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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
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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
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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
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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

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
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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
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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
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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
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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

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
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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
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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
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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

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
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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
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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
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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
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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

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
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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
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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
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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
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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

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

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
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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

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