Neural Information Processing: 26th International Conference, Iconip 2019, Sydney, Nsw, Australia, December 12-15, 2019, Proceedings, Part Ii (lecture Notes In Computer Science)

The three-volume set of LNCS 11953, 11954, and 11955 constitutes the proceedings of the 26th International Conference on Neural Information Processing, ICONIP 2019, held in Sydney, Australia, in December 2019. The 173 full papers presented were carefully reviewed and selected from 645 submissions. The papers address the emerging topics of theoretical research, empirical studies, and applications of neural information processing techniques across different domains. The second volume, LNCS 11954, is organized in topical sections on image processing by neural techniques; learning from incomplete data; model compression and optimisation; neural learning models; neural network applications; and social network computing. Front Matter ....Pages i-xxii Front Matter ....Pages 1-1 STNet: A Style Transformation Network for Deep Image Steganography (Zihan Wang, Neng Gao, Xin Wang, Ji Xiang, Guanqun Liu)....Pages 3-14 Multi-person 3D Pose Estimation from Monocular Image Sequences (Ran Li, Nayun Xu, Xutong Lu, Yucheng Xing, Haohua Zhao, Li Niu et al.)....Pages 15-24 Super-Resolution Network for General Static Degradation Model (Yingjie Xu, Wenan Zhou, Ying Xing)....Pages 25-36 Feature Combination Based on Receptive Fields and Cross-Fusion Feature Pyramid for Object Detection (Yongqiang Zhao, Yuan Rao, Shipeng Dong, Jiangnan Qi)....Pages 37-49 Multi-scale Information Distillation Network for Image Super Resolution in NSCT Domain (Yu Sang, Jinguang Sun, Simiao Wang, Yanfei Peng, Xinjun Zhang, Zhiyang Yang)....Pages 50-59 Image Denoising Networks with Residual Blocks and RReLUs (Sheng He, Genke Yang)....Pages 60-69 Shape Description and Retrieval in a Fused Scale Space (Wen Zhou, Baojiang Zhong, Jianyu Yang)....Pages 70-82 Only Image Cosine Embedding for Few-Shot Learning (Songyi Gao, Weijie Shen, Zelin Liu, An Zhu, Yang Yu)....Pages 83-94 Deep 3D Segmentation and Classification of Point Clouds for Identifying AusRAP Attributes (Mingyang Zhong, Brijesh Verma, Joseph Affum)....Pages 95-105 A Robustness and Low Bit-Rate Image Compression Network for Underwater Acoustic Communication (Mingyong Zhuang, Yan Luo, Xinghao Ding, Yue Huang, Yinghao Liao)....Pages 106-116 Gated Contiguous Memory U-Net for Single Image Dehazing (Lei Xiang, Hang Dong, Fei Wang, Yu Guo, Kaisheng Ma)....Pages 117-127 Combined Correlation Filters with Siamese Region Proposal Network for Visual Tracking (Shugang Cui, Shu Tian, Xucheng Yin)....Pages 128-138 RAUNet: Residual Attention U-Net for Semantic Segmentation of Cataract Surgical Instruments (Zhen-Liang Ni, Gui-Bin Bian, Xiao-Hu Zhou, Zeng-Guang Hou, Xiao-Liang Xie, Chen Wang et al.)....Pages 139-149 A Novel Image-Based Malware Classification Model Using Deep Learning (Yongkang Jiang, Shenghong Li, Yue Wu, Futai Zou)....Pages 150-161 Visual Saliency Detection via Convolutional Gated Recurrent Units (Sayanti Bardhan, Sukhendu Das, Shibu Jacob)....Pages 162-174 RBPNET: An Asymptotic Residual Back-Projection Network for Super Resolution of Very Low Resolution Face Image (Xuebo Wang, Yao Lu, Xiaozhen Chen, Weiqi Li, Zijian Wang)....Pages 175-186 Accurate Single Image Super-Resolution Using Deep Aggregation Network (Xiaozhen Chen, Yao Lu, Xuebo Wang, Weiqi Li, Zijian Wang)....Pages 187-198 Reinforcing LiDAR-Based 3D Object Detection with RGB and 3D Information (Wenjian Liu, Yue Zhou)....Pages 199-209 Cross-View Image Retrieval - Ground to Aerial Image Retrieval Through Deep Learning (Numan Khurshid, Talha Hanif, Mohbat Tharani, Murtaza Taj)....Pages 210-221 Direct Image to Point Cloud Descriptors Matching for 6-DOF Camera Localization in Dense 3D Point Clouds (Uzair Nadeem, Mohammad A. A. K. Jalwana, Mohammed Bennamoun, Roberto Togneri, Ferdous Sohel)....Pages 222-234 Front Matter ....Pages 235-235 Improving Object Detection with Consistent Negative Sample Mining (Xiaolian Wang, Xiyuan Hu, Chen Chen, Zhenfeng Fan, Silong Peng)....Pages 237-247 A Model Selection Criterion for LASSO Estimate with Scaling (Katsuyuki Hagiwara)....Pages 248-259 Geometric Mean Metric Learning for Label Distribution Learning (Yansheng Zhai, Jianhua Dai)....Pages 260-272 Explicit Center Selection and Training for Fault Tolerant RBF Networks (Hiu Tung Wong, Zhenni Wang, Chi-Sing Leung, John Sum)....Pages 273-285 Learning with Incomplete Labels for Multi-label Image Annotation Using CNN and Restricted Boltzmann Machines (Jonathan Mojoo, Yu Zhao, Muthusubash Kavitha, Junichi Miyao, Takio Kurita)....Pages 286-298 Learning-Based Confidence Estimation for Multi-modal Classifier Fusion (Uzair Nadeem, Mohammed Bennamoun, Ferdous Sohel, Roberto Togneri)....Pages 299-312 Front Matter ....Pages 313-313 Siamese Network for Classification with Optimization of AUC (Hideki Oki, Junichi Miyao, Takio Kurita)....Pages 315-327 Attention-Based Audio-Visual Fusion for Video Summarization (Yinghong Fang, Junpeng Zhang, Cewu Lu)....Pages 328-340 RLDR-Pruning: Restricted Linear Dimensionality Reduction Approach for Model Compression (Xiaoru Liu, Jing Wu, Chengnian Long)....Pages 341-352 Adaptive Neuro-Surrogate-Based Optimisation Method for Wave Energy Converters Placement Optimisation (Mehdi Neshat, Ehsan Abbasnejad, Qinfeng Shi, Bradley Alexander, Markus Wagner)....Pages 353-366 Lightweight Modal Regression for Stand Alone Embedded Systems (Taiki Watanabe, Koichiro Yamauchi)....Pages 367-379 Sparse Modeling of Nonlinear Dynamics in Heterogeneous Reactions (Masaki Ito, Tatsu Kuwatani, Ryosuke Oyanagi, Toshiaki Omori)....Pages 380-391 Front Matter ....Pages 393-393 Sparse Least Squares Low Rank Kernel Machines (Di Xu, Manjing Fang, Xia Hong, Junbin Gao)....Pages 395-406 Proposal of Online Regularization for Dynamical Structure Optimization in Complex-Valued Neural Networks (Tianben Ding, Akira Hirose)....Pages 407-418 Set Aggregation Network as a Trainable Pooling Layer (Łukasz Maziarka, Marek Śmieja, Aleksandra Nowak, Jacek Tabor, Łukasz Struski, Przemysław Spurek)....Pages 419-431 Exploring Latent Structure Similarity for Bayesian Nonparameteric Model with Mixture of NHPP Sequence (Yongzhe Chang, Zhidong Li, Ling Luo, Simon Luo, Arcot Sowmya, Yang Wang et al.)....Pages 432-444 Conditionally Decorrelated Multi-Target Regression (Orhan Yazar, Haytham Elghazel, Mohand-Said Hacid, Nathalie Castin)....Pages 445-457 Local Near-Optimal Control for Interconnected Systems with Time-Varying Delays (Qiuye Wu, Haowei Lin, Bo Zhao, Derong Liu)....Pages 458-468 Front Matter ....Pages 469-469 Transferring Tree Ensembles to Neural Networks (Chapman Siu)....Pages 471-480 Neuro-inspired System with Crossbar Array of Amorphous Metal-Oxide-Semiconductor Thin-Film Devices as Self-plastic Synapse Units (Mutsumi Kimura, Kenta Umeda, Keisuke Ikushima, Toshimasa Hori, Ryo Tanaka, Tokiyoshi Matsuda et al.)....Pages 481-491 Barrier Function Based Consensus of High-Order Nonlinear Multi-agent Systems with State Constraints (Junjie Fu, Guanghui Wen, Yuezu Lv, Tingwen Huang)....Pages 492-503 Transformer-DW: A Transformer Network with Dynamic and Weighted Head (Ruxin Tan, Jiahui Sun, Bo Su, Gongshen Liu)....Pages 504-515 Motion-Based Occlusion-Aware Pixel Graph Network for Video Object Segmentation (Saptakatha Adak, Sukhendu Das)....Pages 516-527 Modeling Severe Traffic Accidents with Spatial and Temporal Features (Soumya Sourav, Devashish Khulbe, Vishal Verma)....Pages 528-535 Sparse Dynamic Binary Neural Networks for Storage and Switching of Binary Periodic Orbits (Shota Anzai, Seitaro Koyama, Shunsuke Aoki, Toshimichi Saito)....Pages 536-542 IMDB-Attire: A Novel Dataset for Attire Detection and Localization (Saad Bin Yousuf, Hasan Sajid, Simon Poon, Matloob Khushi)....Pages 543-553 From Raw Signals to Human Skills Level in Physical Human-Robot Collaboration for Advanced-Manufacturing Applications (Katleen Blanchet, Selma Kchir, Amel Bouzeghoub, Olivier Lebec, Patrick Hède)....Pages 554-565 Intelligent Image Retrieval Based on Multi-swarm of Particle Swarm Optimization and Relevance Feedback (Yingying Zhu, Yishan Chen, Wenlong Han, Qiang Huang, Zhenkun Wen)....Pages 566-578 Achieving Human–Robot Collaboration with Dynamic Goal Inference by Gradient Descent (Shingo Murata, Wataru Masuda, Jiayi Chen, Hiroaki Arie, Tetsuya Ogata, Shigeki Sugano)....Pages 579-590 Neuromuscular Activation Based SEMG-Torque Hybrid Modeling and Optimization for Robot Assisted Neurorehabilitation (Weiqun Wang, Zeng-Guang Hou, Weiguo Shi, Xu Liang, Shixin Ren, Jiaxing Wang et al.)....Pages 591-602 Secure Outsourcing of Lattice Basis Reduction (Jiayang Liu, Jingguo Bi)....Pages 603-615 Front Matter ....Pages 617-617 DARIM: Dynamic Approach for Rumor Influence Minimization in Online Social Networks (Adil Imad Eddine Hosni, Kan Li, Sadique Ahmad)....Pages 619-630 SRRL: Select Reliable Friends for Social Recommendation with Reinforcement Learning (Zhenni Lu, Min Gao, Xinyi Wang, Junwei Zhang, Haider Ali, Qingyu Xiong)....Pages 631-642 Aspect-Level Sentiment Classification with Dependency Rules and Dual Attention (Yunkai Yang, Tieyun Qian, Zhuang Chen)....Pages 643-655 Aligning Users Across Social Networks by Joint User and Label Consistence Representation (Xiang Li, Yijun Su, Neng Gao, Wei Tang, Ji Xiang, Yuewu Wang)....Pages 656-668 Opinion Knowledge Injection Network for Aspect Extraction (Shaolei Zhang, Gang Lu, Kai Shuang)....Pages 669-681 A Deep Matrix Factorization Method with Missing Not at Random Data for Social Recommendation (Weiye Wang, Ben Yang, Wanting Zhao, Jinkui Xie)....Pages 682-694 Pluralistic Ignorance: A Trade-Off Between Group-Conformity and Cognitive Dissonance (Fatima Seeme, David Green, Carlo Kopp)....Pages 695-706 Back Matter ....Pages 707-709 The two-volume set CCIS 1142 and 1143 constitutes thoroughly refereed contributions presented at the 26th International Conference on Neural Information Processing, ICONIP 2019, held in Sydney, Australia, in December 2019. For ICONIP 2019 a total of 345 papers was carefully reviewed and selected for publication out of 645 submissions. The 168 papers included in this volume set were organized in topical sections as follows: adversarial networks and learning; convolutional neural networks; deep neural networks; embeddings and feature fusion; human centred computing; human centred computing and medicine; human centred computing for emotion; hybrid models; image processing by neural techniques; learning from incomplete data; model compression and optimization; neural network applications; neural network models; semantic and graph based approaches; social network computing; spiking neuron and related models; text computing using neural techniques; time-series and related models; and unsupervised neural models The three volume set LNCS 8834, LNCS 8835, and LNCS 8836 constitutes the proceedings of the 21st International Conference on Neural Information Processing, ICONIP 2014, held in Kuching, Malaysia, in November 2014. The 231 full papers presented were carefully reviewed and selected from 375 submissions. The selected papers cover major topics of theoretical research, empirical study, and applications of neural information processing research. The 3 volumes represent topical sections containing articles on cognitive science, neural networks and learning systems, theory and design, applications, kernel and statistical methods, evolutionary computation and hybrid intelligent systems, signal and image processing, and special sessions intelligent systems for supporting decision, making processes,theories and applications, cognitive robotics, and learning systems for social network and web mining.