Title Image and graphics : 11th International Conference, ICIG 2021, Haikou, China, August 6-8, 2021, Proceedings. Part I / Yuxin Peng, Shi-Min Hu, Moncef Gabbouj, Kun Zhou, Michael Elad, Kun Xu (eds.)

Published Cham : Springer, 2021

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Description 1 online resource (830 pages) Series Lecture notes in computer science ; 12888 LNCS sublibrary, SL 6, Image processing, computer vision, pattern recognition, and graphics Lecture notes in computer science ; 12888. LNCS sublibrary. SL 6, Image processing, computer vision, pattern recognition, and graphics. Contents Intro -- Preface -- Organization -- Contents -- Part I -- Contents -- Part II -- Contents -- Part III -- Object Detection and Recognition -- L2-CVAEGAN: Feature Aligned Generative Networks for Zero-Shot Learning -- 1 Introduction -- 2 Related Work -- 2.1 Zero-Shot Learning -- 2.2 Generative Models -- 3 Methodology -- 3.1 Setup -- 3.2 Model Overview -- 3.3 Our Proposed Method -- 3.4 Evaluation Protocol -- 4 Experiments -- 4.1 Settings -- 4.2 Comparing with Different Methods -- 4.3 Visualization and Analyzing -- 4.4 Generalized Zero-Shot Learning -- 4.5 Effect of Semantic Combination 5 Conclusion -- References -- HQ-Trans: A High-Quality Screening Based Image Translation Framework for Unsupervised Cross-Domain Pedestrian Detection -- 1 Introduction -- 2 Related Work -- 2.1 Image Translation -- 2.2 Object Detection -- 2.3 Unsupervised Pedestrian Detection -- 3 Method -- 3.1 The First Screening -- 3.2 Scene Translation -- 3.3 The Second Screening -- 3.4 Pedestrian Detector -- 4 Experiments -- 4.1 Experiment Settings -- 4.2 Experimental Results and Analysis -- 4.3 Comparisons with Other Works -- 5 Conclusion -- References FER-YOLO: Detection and Classification Based on Facial Expressions -- 1 Introduction -- 2 Methodology -- 2.1 Model Architecture -- 2.2 Channel Attention -- 2.3 Depth-Wise Separable Convolution -- 3 Experimental Results and Analysis -- 3.1 Implementation Details -- 3.2 Ablation Experiments -- 3.3 Comparisons with State-of the Art Methods -- 3.4 Real-Time Facial Expression Detection via Camera -- 4 Conclusion -- References -- MSC-Fuse: An Unsupervised Multi-scale Convolutional Fusion Framework for Infrared and Visible Image -- 1 Introduction -- 2 Proposed Fusion Method -- 2.1 Network Architecture 2.2 The Basic Convolution Blocks -- 2.3 Loss Function -- 3 Experimental Results -- 3.1 Experimental Environment and Parameter Setting -- 3.2 Ablation Study -- 3.3 Compared with Other Methods -- 4 Conclusions -- References -- Relation-Aware Reasoning with Graph Convolutional Network -- 1 Introduction -- 2 Related Works -- 2.1 Knowledge Graph Based Methods -- 2.2 Relational Reasoning -- 3 Proposed Framework -- 3.1 Knowledge Graph Construction -- 3.2 GCN for Visual Reasoning -- 3.3 Implementation Details -- 4 Experiments -- 4.1 Datasets and Evaluation -- 4.2 Experimental Results 4.3 Ablation Study -- 5 Conclusion -- References -- Feature Separation GAN for Cross View Gait Recognition -- 1 Introduction -- 2 Related Work -- 2.1 Generative Adversarial Networks -- 2.2 Generative Method for Gait Recognition -- 2.3 Gait Energy Image -- 3 Proposed Method -- 3.1 Network Structure -- 3.2 Separation Features -- 3.3 Constraint Block -- 3.4 Generator Optimizing -- 4 Experiment Result -- 4.1 Data Set -- 4.2 Implementation Details -- 4.3 Experimental Result -- 5 Conclusion -- References -- Global Feature Polishing Network for Glass-Like Object Detection -- 1 Introduction -- 2 Related Work Summary This three-volume set LNCS 12888, 12898, and 12890 constitutes the refereed conference proceedings of the 11th International Conference on Image and Graphics, ICIG 2021, held in Haikou, China, in August 2021.* The 198 full papers presented were selected from 421 submissions and focus on advances of theory, techniques and algorithms as well as innovative technologies of image, video and graphics processing and fostering innovation, entrepreneurship, and networking. *The conference was postponed due to the COVID-19 pandemic Notes Online resource; title from PDF title page (SpringerLink, viewed October 7, 2021) Subject Computer graphics -- Congresses Image processing -- Digital techniques -- Congresses Computer graphics Image processing -- Digital techniques Genre/Form proceedings (reports) Conference papers and proceedings Conference papers and proceedings. Actes de congrès. Form Electronic book Author Peng, Yuxin Hu, Shi-Min. Gabbouj, Moncef. Zhou, Kun Elad, M. (Michael) Xu, Kun ISBN 9783030873554 3030873552

Other Titles ICIG 2021

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