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IEEE Journal of Selected Topics in Signal Processing, Volume 15
Volume 15, Number 1, January 2021
- Pavel Rajmic, Nancy Bertin, Valentin Emiya, Nicki Holighaus, Alexey Ozerov:
Editorial: Reconstruction of Audio From Incomplete or Highly Degraded Observations. 2-4 - Pavel Záviska, Pavel Rajmic, Alexey Ozerov, Lucas Rencker:
A Survey and an Extensive Evaluation of Popular Audio Declipping Methods. 5-24 - Bin Li, Lucas Rencker, Jing Dong, Yuhui Luo, Mark D. Plumbley, Wenwu Wang:
Sparse Analysis Model Based Dictionary Learning for Signal Declipping. 25-36 - Yoshiki Masuyama, Kohei Yatabe, Yuma Koizumi, Yasuhiro Oikawa, Noboru Harada:
Deep Griffin-Lim Iteration: Trainable Iterative Phase Reconstruction Using Neural Network. 37-50 - Pierre-Hugo Vial, Paul Magron, Thomas Oberlin, Cédric Févotte:
Phase Retrieval With Bregman Divergences and Application to Audio Signal Recovery. 51-64 - A. Marina Krémé, Valentin Emiya, Caroline Chaux, Bruno Torrésani:
Time-Frequency Fading Algorithms Based on Gabor Multipliers. 65-77 - Qi Liu, Jibin Wu:
Parameter Tuning-Free Missing-Feature Reconstruction for Robust Sound Recognition. 78-89 - Hugo Tremonte de Carvalho, Flávio Rainho Ávila, Luiz W. P. Biscainho:
Bayesian Restoration of Audio Degraded by Low-Frequency Pulses Modeled via Gaussian Process. 90-103 - Georg Tauböck, Shristi Rajbamshi, Péter Balázs:
Dictionary Learning for Sparse Audio Inpainting. 104-119 - Andrés Marafioti, Piotr Majdak, Nicki Holighaus, Nathanaël Perraudin:
GACELA: A Generative Adversarial Context Encoder for Long Audio Inpainting of Music. 120-131 - Serkan Sulun, Matthew E. P. Davies:
On Filter Generalization for Music Bandwidth Extension Using Deep Neural Networks. 132-142 - Yang Xian, Yang Sun, Wenwu Wang, Syed Mohsen Naqvi:
A Multi-Scale Feature Recalibration Network for End-to-End Single Channel Speech Enhancement. 143-155
Volume 15, Number 2, February 2021
- A. Murat Tekalp, Michele Covell, Radu Timofte, Chao Dong:
Editorial: Introduction to the Issue on Deep Learning for Image/Video Restoration and Compression. 157-161 - Maitreya Suin, Kuldeep Purohit, A. N. Rajagopalan:
Degradation Aware Approach to Image Restoration Using Knowledge Distillation. 162-173 - Kai Cui, Atanas Boev, Elena Alshina, Eckehard G. Steinbach:
Color Image Restoration Exploiting Inter-Channel Correlation With a 3-Stage CNN. 174-189 - Mingyuan Jiu, Nelly Pustelnik:
A Deep Primal-Dual Proximal Network for Image Restoration. 190-203 - Chun Pong Lau, Amit Kumar, Rama Chellappa:
Semi-Supervised Landmark-Guided Restoration of Atmospheric Turbulent Images. 204-215 - Kui Jiang, Zhongyuan Wang, Peng Yi, Chen Chen, Xiaofen Wang, Junjun Jiang, Zixiang Xiong:
Multi-Level Memory Compensation Network for Rain Removal via Divide-and-Conquer Strategy. 216-228 - Rajeev Yasarla, Jeya Maria Jose Valanarasu, Vishal M. Patel:
Exploring Overcomplete Representations for Single Image Deraining Using CNNs. 229-239 - Qian Ning, Weisheng Dong, Guangming Shi, Leida Li, Xin Li:
Accurate and Lightweight Image Super-Resolution With Model-Guided Deep Unfolding Network. 240-252 - Huanrong Zhang, Jie Xiao, Zhi Jin:
Multi-Scale Image Super-Resolution Via a Single Extendable Deep Network. 253-263 - Vikram Singh, Anurag Mittal:
WDN: A Wide and Deep Network to Divide-and-Conquer Image Super-Resolution. 264-278 - Pablo Navarrete Michelini, Wenbin Chen, Hanwen Liu, Dan Zhu, Xingqun Jiang:
Multi-Grid Back-Projection Networks. 279-294 - Min Zhao, Longbin Yan, Jie Chen:
LSTM-DNN Based Autoencoder Network for Nonlinear Hyperspectral Image Unmixing. 295-309 - Liang Liao, Jing Xiao, Zheng Wang, Chia-Wen Lin, Shin'ichi Satoh:
Uncertainty-Aware Semantic Guidance and Estimation for Image Inpainting. 310-323 - Alona Golts, Daniel Freedman, Michael Elad:
Deep Energy: Task Driven Training of Deep Neural Networks. 324-338 - Johannes Ballé, Philip A. Chou, David Minnen, Saurabh Singh, Nick Johnston, Eirikur Agustsson, Sung Jin Hwang, George Toderici:
Nonlinear Transform Coding. 339-353 - Fabian Brand, Jürgen Seiler, André Kaup:
Intra-Frame Coding Using a Conditional Autoencoder. 354-365 - Marc Górriz Blanch, Saverio G. Blasi, Alan F. Smeaton, Noel E. O'Connor, Marta Mrak:
Attention-Based Neural Networks for Chroma Intra Prediction in Video Coding. 366-377 - Di Ma, Fan Zhang, David R. Bull:
MFRNet: A New CNN Architecture for Post-Processing and In-loop Filtering. 378-387 - Ren Yang, Fabian Mentzer, Luc Van Gool, Radu Timofte:
Learning for Video Compression With Recurrent Auto-Encoder and Recurrent Probability Model. 388-401 - Francesca Pistilli, Giulia Fracastoro, Diego Valsesia, Enrico Magli:
Learning Robust Graph-Convolutional Representations for Point Cloud Denoising. 402-414 - André F. R. Guarda, Nuno M. M. Rodrigues, Fernando Pereira:
Adaptive Deep Learning-Based Point Cloud Geometry Coding. 415-430
Volume 15, Number 3, April 2021
- Hongyang Chen, Sergiy A. Vorobyov, Hing Cheung So, Fauzia Ahmad, Fatih Porikli:
Introduction to the Special Issue on Tensor Decomposition for Signal Processing and Machine Learning. 433-437 - Hongyang Chen, Fauzia Ahmad, Sergiy A. Vorobyov, Fatih Porikli:
Tensor Decompositions in Wireless Communications and MIMO Radar. 438-453 - Farnaz Sedighin, Andrzej Cichocki, Anh-Huy Phan:
Adaptive Rank Selection for Tensor Ring Decomposition. 454-463 - Athanasios A. Rontogiannis, Eleftherios Kofidis, Paris V. Giampouras:
Block-Term Tensor Decomposition: Model Selection and Computation. 464-475 - Anastasia Aidini, Grigorios Tsagkatakis, Panagiotis Tsakalides:
Tensor Decomposition Learning for Compression of Multidimensional Signals. 476-490 - Michiel Vandecappelle, Nico Vervliet, Lieven De Lathauwer:
Inexact Generalized Gauss-Newton for Scaling the Canonical Polyadic Decomposition With Non-Least-Squares Cost Functions. 491-505 - Carla Schenker, Jeremy E. Cohen, Evrim Acar:
A Flexible Optimization Framework for Regularized Matrix-Tensor Factorizations With Linear Couplings. 506-521 - Andong Wang, Guoxu Zhou, Zhong Jin, Qibin Zhao:
Tensor Recovery via $*_L$-Spectral $k$-Support Norm. 522-534 - Faisal M. Almutairi, Charilaos I. Kanatsoulis, Nicholas D. Sidiropoulos:
Prema: Principled Tensor Data Recovery From Multiple Aggregated Views. 535-549 - Petr Tichavský, Anh-Huy Phan, Andrzej Cichocki:
Krylov-Levenberg-Marquardt Algorithm for Structured Tucker Tensor Decompositions. 550-559 - Sinan Yildirim, M. Burak Kurutmaz, Melih Barsbey, Umut Simsekli, A. Taylan Cemgil:
Bayesian Allocation Model: Marginal Likelihood-Based Model Selection for Count Tensors. 560-573 - Ling Liang, Jianyu Xu, Lei Deng, Mingyu Yan, Xing Hu, Zheng Zhang, Guoqi Li, Yuan Xie:
Fast Search of the Optimal Contraction Sequence in Tensor Networks. 574-586 - Dimitris G. Chachlakis, Mayur Dhanaraj, Ashley Prater-Bennette, Panos P. Markopoulos:
Dynamic L1-Norm Tucker Tensor Decomposition. 587-602 - Weize Sun, Shaowu Chen, Lei Huang, Hing Cheung So, Min Xie:
Deep Convolutional Neural Network Compression via Coupled Tensor Decomposition. 603-616 - Kai-Chu Tsai, Zirui Zhuang, Ricardo Lent, Jingyu Wang, Qi Qi, Li-Chun Wang, Zhu Han:
Tensor-Based Reinforcement Learning for Network Routing. 617-629 - Arinbjörn Kolbeinsson, Jean Kossaifi, Yannis Panagakis, Adrian Bulat, Animashree Anandkumar, Ioanna Tzoulaki, Paul M. Matthews:
Tensor Dropout for Robust Learning. 630-640 - Meng Ding, Xiao Fu, Ting-Zhu Huang, Jun Wang, Xi-Le Zhao:
Hyperspectral Super-Resolution via Interpretable Block-Term Tensor Modeling. 641-656 - Dana Weitzner, Raja Giryes:
Separable Joint Blind Deconvolution and Demixing. 657-671 - Zhiyong Pan, Mei Yu, Gangyi Jiang, Haiyong Xu, Yo-Sung Ho:
Combining Tensor Slice and Singular Value for Blind Light Field Image Quality Assessment. 672-687 - Pham Minh Hoang, Hoang Duong Tuan, Tran Thai Son, H. Vincent Poor:
Qualitative HD Image and Video Recovery via High-Order Tensor Augmentation and Completion. 688-701 - Ricardo Augusto Borsoi, Clémence Prévost, Konstantin Usevich, David Brie, José C. M. Bermudez, Cédric Richard:
Coupled Tensor Decomposition for Hyperspectral and Multispectral Image Fusion With Inter-Image Variability. 702-717 - Minghua Wang, Qiang Wang, Jocelyn Chanussot:
Tensor Low-Rank Constraint and $l_0$ Total Variation for Hyperspectral Image Mixed Noise Removal. 718-733 - Wen-Shuai Hu, Heng-Chao Li, Yang-Jun Deng, Xian Sun, Qian Du, Antonio Plaza:
Lightweight Tensor Attention-Driven ConvLSTM Neural Network for Hyperspectral Image Classification. 734-745 - Y-h. Taguchi, Turki Turki:
Application of Tensor Decomposition to Gene Expression of Infection of Mouse Hepatitis Virus Can Identify Critical Human Genes and Efffective Drugs for SARS-CoV-2 Infection. 746-758 - Jing Zhang, Xiaoli Ma, Jun Qi, Shi Jin:
Designing Tensor-Train Deep Neural Networks For Time-Varying MIMO Channel Estimation. 759-773 - Tzu-Hsuan Chou, Nicolò Michelusi, David J. Love, James V. Krogmeier:
Fast Position-Aided MIMO Beam Training via Noisy Tensor Completion. 774-788 - Gilderlan T. de Araújo, André L. F. de Almeida, Rémy Boyer:
Channel Estimation for Intelligent Reflecting Surface Assisted MIMO Systems: A Tensor Modeling Approach. 789-802 - Bruno Sokal, Paulo R. B. Gomes, André L. F. de Almeida, Martin Haardt:
Tensor-Based Receiver for Joint Channel, Data, and Phase-Noise Estimation in MIMO-OFDM Systems. 803-815 - Jianshu Zhang, Damir Rakhimov, Martin Haardt:
Gridless Channel Estimation for Hybrid mmWave MIMO Systems via Tensor-ESPRIT Algorithms in DFT Beamspace. 816-831 - Lei Cheng, Qingjiang Shi:
Towards Overfitting Avoidance: Tuning-Free Tensor-Aided Multi-User Channel Estimation for 3D Massive MIMO Communications. 832-846 - Wen-Che Chang, Yu T. Su:
Sparse Bayesian Learning Based Tensor Dictionary Learning and Signal Recovery With Application to MIMO Channel Estimation. 847-859
Volume 15, Number 4, June 2021
- Philipp Heidenreich, Abdelhak M. Zoubir, Igal Bilik, Maria Greco, Murat Torlak:
Editorial: Introduction to the Issue on Recent Advances in Automotive Radar Signal Processing. 861-864 - Florian Engels, Philipp Heidenreich, Markus Wintermantel, Lukas Stäcker, Muhammed Al Kadi, Abdelhak M. Zoubir:
Automotive Radar Signal Processing: Research Directions and Practical Challenges. 865-878 - Shunqiao Sun, Yimin D. Zhang:
4D Automotive Radar Sensing for Autonomous Vehicles: A Sparsity-Oriented Approach. 879-891 - Joseph Tabrikian, Omri Isaacs, Igal Bilik:
Cognitive Antenna Selection for Automotive Radar Using Bobrovsky-Zakai Bound. 892-903 - Ruizhi Hu, Bhavani Shankar Mysore Rama Rao, Ahmed Murtada, Mohammad Alaee-Kerahroodi, Björn E. Ottersten:
Automotive Squint-Forward-Looking SAR: High Resolution and Early Warning. 904-912 - Adrián Vega Delgado, Matilde Sánchez Fernández, Luca Venturino, Antonia M. Tulino:
Super-Resolution in Automotive Pulse Radars. 913-926 - Johanna Rock, Wolfgang Roth, Máté Tóth, Paul Meissner, Franz Pernkopf:
Resource-Efficient Deep Neural Networks for Automotive Radar Interference Mitigation. 927-940 - Teck-Yian Lim, Spencer A. Markowitz, Minh N. Do:
RaDICaL: A Synchronized FMCW Radar, Depth, IMU and RGB Camera Data Dataset With Low-Level FMCW Radar Signals. 941-953 - Yizhou Wang, Zhongyu Jiang, Yudong Li, Jenq-Neng Hwang, Guanbin Xing, Hui Liu:
RODNet: A Real-Time Radar Object Detection Network Cross-Supervised by Camera-Radar Fused Object 3D Localization. 954-967 - Sian Jin, Sumit Roy:
FMCW Radar Network: Multiple Access and Interference Mitigation. 968-979 - Ashwin Bhobani Baral, Murat Torlak:
Joint Doppler Frequency and Direction of Arrival Estimation for TDM MIMO Automotive Radars. 980-995 - Preeti Kumari, Nitin Jonathan Myers, Robert W. Heath Jr.:
Adaptive and Fast Combined Waveform-Beamforming Design for MMWave Automotive Joint Communication-Radar. 996-1012 - Yuxuan Xia, Pu Wang, Karl Berntorp, Lennart Svensson, Karl Granström, Hassan Mansour, Petros Boufounos, Philip V. Orlik:
Learning-Based Extended Object Tracking Using Hierarchical Truncation Measurement Model With Automotive Radar. 1013-1029 - William A. Lies, Lakshay Narula, Peter Anthony Iannucci, Todd E. Humphreys:
Long Range, Low SWaP-C FMCW Radar. 1030-1040 - Xiaolei Shang, Jian Li, Petre Stoica:
Weighted SPICE Algorithms for Range-Doppler Imaging Using One-Bit Automotive Radar. 1041-1054
Volume 15, Number 5, August 2021
- Bruno Clerckx, Kaibin Huang, Lav R. Varshney, Sennur Ulukus, Mohamed-Slim Alouini:
Guest Editoral Signal Processing Advances in Wireless Transmission of Information and Power. 1056-1059 - Bruno Clerckx, Kaibin Huang, Lav R. Varshney, Sennur Ulukus, Mohamed-Slim Alouini:
Wireless Power Transfer for Future Networks: Signal Processing, Machine Learning, Computing, and Sensing. 1060-1094 - Kai Yu, Xiangbin Yu, Jiali Cai:
UAVs Assisted Intelligent Reflecting Surfaces SWIPT System With Statistical CSI. 1095-1109 - Rafia Malik, Mai Vu:
Energy-Efficient Joint Wireless Charging and Computation Offloading in MEC Systems. 1110-1126 - Fei Wang, Xi Zhang:
Joint Optimization for Traffic-Offloading and Resource-Allocation Over RF-Powered Backscatter Mobile Wireless Networks. 1127-1142 - Zheng Chu, Pei Xiao, De Mi, Wanming Hao, Mohsen Khalily, Lie-Liang Yang:
A Novel Transmission Policy for Intelligent Reflecting Surface Assisted Wireless Powered Sensor Networks. 1143-1158 - Yang Luo, Chunbo Luo, Geyong Min, Gerard Parr, Sally I. McClean:
On the Study of Sustainability and Outage of SWIPT-Enabled Wireless Communications. 1159-1168 - Francisco A. Monteiro, Onel L. Alcaraz López, Hirley Alves:
Massive Wireless Energy Transfer With Statistical CSI Beamforming. 1169-1184 - Priyadarshi Mukherjee, Constantinos Psomas, Ioannis Krikidis:
Differential Chaos Shift Keying-Based Wireless Power Transfer With Nonlinearities. 1185-1197 - Samith Abeywickrama, Rui Zhang, Chau Yuen:
Refined Nonlinear Rectenna Modeling and Optimal Waveform Design for Multi-User Multi-Antenna Wireless Power Transfer. 1198-1210 - Girim Kwon, Hyuncheol Park, Moe Z. Win:
Joint Beamforming and Power Splitting for Wideband Millimeter Wave SWIPT Systems. 1211-1227 - Navneet Garg, Junkai Zhang, Tharmalingam Ratnarajah:
Rate-Energy Balanced Precoding Design for SWIPT Based Two-Way Relay Systems. 1228-1241 - Fangqing Tan, Peiran Wu, Yik-Chung Wu, Minghua Xia:
Cooperative Beamforming for Wireless Fronthaul and Access Links in Ultra-Dense C-RANs With SWIPT: A First-Order Approach. 1242-1257 - Heasung Kim, Jungwoo Lee, Wonjae Shin, H. Vincent Poor:
Shallow Reinforcement Learning for Energy Harvesting Communications With Imperfect Channel Knowledge. 1258-1271 - Xi Zhang, Jingqing Wang, H. Vincent Poor:
Statistical Delay and Error-Rate Bounded QoS Provisioning for SWIPT Over CF M-MIMO 6G Mobile Wireless Networks Using FBC. 1272-1287
Volume 15, Number 6, November 2021
- Christos Masouros, Robert W. Heath Jr., J. Andrew Zhang, Zhiyong Feng, Le Zheng, Athina P. Petropulu:
Editorial: Introduction to the Issue on Joint Communication and Radar Sensing for Emerging Applications. 1290-1294 - J. Andrew Zhang, Fan Liu, Christos Masouros, Robert W. Heath Jr., Zhiyong Feng, Le Zheng, Athina P. Petropulu:
An Overview of Signal Processing Techniques for Joint Communication and Radar Sensing. 1295-1315 - Rang Liu, Ming Li, Qian Liu, A. Lee Swindlehurst:
Dual-Functional Radar-Communication Waveform Design: A Symbol-Level Precoding Approach. 1316-1331 - Chengcheng Xu, Bruno Clerckx, Shiwa Chen, Yijie Mao, Jianyun Zhang:
Rate-Splitting Multiple Access for Multi-Antenna Joint Radar and Communications. 1332-1347 - Dingyou Ma, Nir Shlezinger, Tianyao Huang, Yimin Liu, Yonina C. Eldar:
FRaC: FMCW-Based Joint Radar-Communications System Via Index Modulation. 1348-1364 - Chengzhao Shan, Jun Shi, Yongkui Ma, Xuejun Sha, Yuhang Liu, Honglin Zhao:
Power Loss Suppression for Time-Modulated Arrays in Radar-Communication Integration. 1365-1377 - Christos G. Tsinos, Aakash Arora, Symeon Chatzinotas, Björn E. Ottersten:
Joint Transmit Waveform and Receive Filter Design for Dual-Function Radar-Communication Systems. 1378-1392 - Musa Furkan Keskin, Henk Wymeersch, Visa Koivunen:
MIMO-OFDM Joint Radar-Communications: Is ICI Friend or Foe? 1393-1408 - Xin Tong, Zhaoyang Zhang, Jue Wang, Chongwen Huang, Mérouane Debbah:
Joint Multi-User Communication and Sensing Exploiting Both Signal and Environment Sparsity. 1409-1422 - Lingchao Guo, Zhaoming Lu, Shuang Zhou, Xiangming Wen, Zhihong He:
Emergency Semantic Feature Vector Extraction From WiFi Signals for In-Home Monitoring of Elderly. 1423-1438 - Girim Kwon, Andrea Conti, Hyuncheol Park, Moe Z. Win:
Joint Communication and Localization in Millimeter Wave Networks. 1439-1454 - Ziyang Cheng, Zishu He, Bin Liao:
Hybrid Beamforming Design for OFDM Dual-Function Radar-Communication System. 1455-1467 - Ahmet M. Elbir, Kumar Vijay Mishra, Symeon Chatzinotas:
Terahertz-Band Joint Ultra-Massive MIMO Radar-Communications: Model-Based and Model-Free Hybrid Beamforming. 1468-1483 - Aimin Tang, Songqian Li, Xudong Wang:
Self-Interference-Resistant IEEE 802.11ad-Based Joint Communication and Automotive Radar Design. 1484-1499 - Qixun Zhang, Xinna Wang, Zhenhao Li, Zhiqing Wei:
Design and Performance Evaluation of Joint Sensing and Communication Integrated System for 5G mmWave Enabled CAVs. 1500-1514 - Weijie Yuan, Zhiqiang Wei, Shuangyang Li, Jinhong Yuan, Derrick Wing Kwan Ng:
Integrated Sensing and Communication-Assisted Orthogonal Time Frequency Space Transmission for Vehicular Networks. 1515-1528
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