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Book Cover
E-book
Author International Conference on Multi-Media Modeling (27th : 2021 : Prague, Czech Republic)

Title MultiMedia Modeling : 27th International Conference, MMM 2021, Prague, Czech Republic, June 22-24, 2021 : proceedings. Part II / Jakub Lokoč, Tomáš Skopal, Klaus Schoeffmann, Vasileios Mezaris, Xirong Li, Stefanos Vrochidis, Ioannis Patras (eds.)
Published Cham : Springer, [2021]

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Description 1 online resource (xxv, 501 pages) : illustrations (chiefly color)
Series Lecture notes in computer science ; 12573
LNCS sublibrary: SL3 - Information systems and applications, incl. Internet/Web, and HCI
Lecture notes in computer science ; 12573.
LNCS sublibrary. SL 3, Information systems and applications, incl. Internet/Web, and HCI.
Contents Intro -- Preface -- Organization -- Contents -- Part II -- Contents -- Part I -- MSCANet: Adaptive Multi-scale Context Aggregation Network for Congested Crowd Counting -- 1 Introduction -- 2 Related Work -- 3 Proposed Method -- 3.1 Multi-scale Context Aggregation Module -- 3.2 Multi-scale Context Aggregation Network -- 3.3 Compared to Other Context Modules -- 4 Experiments -- 4.1 Datasets -- 4.2 Implementation Details -- 4.3 Evaluation Metrics -- 4.4 Comparison with State-of-the-Arts -- 4.5 Ablation Study -- 5 Conclusion -- References
Tropical Cyclones Tracking Based on Satellite Cloud Images: Database and Comprehensive Study -- 1 Introduction -- 2 The Proposed TCTSCI Database -- 2.1 Data Preprocessing -- 2.2 Annotation -- 2.3 Attributes -- 3 Evaluation -- 3.1 Evaluation Metric -- 3.2 Evaluated Trackers -- 3.3 Evaluation Results with OPE -- 3.4 Evaluation Results with EAO -- 3.5 Analysis -- 4 Conclusion -- References -- Image Registration Improved by Generative Adversarial Networks -- 1 Introduction -- 2 Proposed Method -- 2.1 Background -- 2.2 Proposed Network Structure -- 2.3 Loss Function -- 3 Experiments -- 3.1 Dataset
3.2 Implementation Details -- 3.3 Results -- 4 Conclusion -- References -- Deep 3D Modeling of Human Bodies from Freehand Sketching -- 1 Introduction -- 2 Related Work -- 3 Our Method -- 3.1 Intermediate Skeleton Construction -- 3.2 Joint-Wise Pose Regression -- 3.3 Loss -- 4 Experiments and Discussion -- 4.1 Dataset -- 4.2 Network Details and Training Settings -- 4.3 Results and Discussion -- 4.4 Body Modeling by Freehand Sketching -- 5 Conclusions -- References -- Two-Stage Real-Time Multi-object Tracking with Candidate Selection -- 1 Introduction -- 2 Related Work
2.1 Tracking-by-Detection Methods -- 2.2 Simultaneous Detection and Tracking Methods -- 3 Proposed Method -- 3.1 Backbone Network -- 3.2 Two Branches -- 3.3 Candidate Selection -- 3.4 Cascade Data Association -- 4 Experiments -- 4.1 Datasets and Metrics -- 4.2 Implementation Details -- 4.3 Experimental Results -- 5 Conclusion -- References -- Tell as You Imagine: Sentence Imageability-Aware Image Captioning -- 1 Introduction -- 2 Related Work -- 3 Image Captioning Considering Imageability -- 3.1 Data Augmentation -- 3.2 Sentence Imageability Calculation -- 3.3 Image Captioning -- 4 Evaluation
4.1 Environment -- 4.2 Analysis on the Sentence Imageability Scores -- 4.3 Evaluation of Image Captioning Results -- 4.4 Subjective Evaluation -- 5 Conclusion -- References -- Deep Face Swapping via Cross-Identity Adversarial Training -- 1 Introduction -- 2 Related Works -- 3 Our Approach -- 3.1 Network Architecture -- 3.2 Model Objective -- 4 Implementation -- 5 Experiments and Analysis -- 5.1 Qualitative Results -- 5.2 Quantitative Results -- 5.3 Ablation Study -- 5.4 Difficult Cases -- 6 Conclusion -- References
Summary The two-volume set LNCS 12572 and 1273 constitutes the thoroughly refereed proceedings of the 27th International Conference on MultiMedia Modeling, MMM 2021, held in Prague, Czech Republic, in June2021. Of the 211 submitted regular papers, 40 papers were selected for oral presentation and 33 for poster presentation; 16 special session papers were accepted as well as 2 papers for a demo presentation and 17 papers for participation at the Video Browser Showdown 2021. The papers cover topics such as: multimedia indexing; multimedia mining; multimedia abstraction and summarization; multimedia annotation, tagging and recommendation; multimodal analysis for retrieval applications; semantic analysis of multimedia and contextual data; multimedia fusion methods; multimedia hyperlinking; media content browsing and retrieval tools; media representation and algorithms; audio, image, video processing, coding and compression; multimedia sensors and interaction modes; multimedia privacy, security and content protection; multimedia standards and related issues; advances in multimedia networking and streaming; multimedia databases, content delivery and transport; wireless and mobile multimedia networking; multi-camera and multi-view systems; augmented and virtual reality, virtual environments; real-time and interactive multimedia applications; mobile multimedia applications; multimedia web applications; multimedia authoring and personalization; interactive multimedia and interfaces; sensor networks; social and educational multimedia applications; and emerging trends
Notes International conference proceedings
Includes author index
Online resource; title from PDF title page (SpringerLink, viewed March 10, 2021)
Subject Multimedia systems -- Congresses
Computer simulation -- Congresses
Optical data processing.
Application software.
Education -- Data processing.
Artificial intelligence.
Database management.
Artificial Intelligence
artificial intelligence.
Application software
Artificial intelligence
Computer simulation
Database management
Education -- Data processing
Multimedia systems
Optical data processing
Genre/Form proceedings (reports)
Conference papers and proceedings
Conference papers and proceedings.
Actes de congrès.
Form Electronic book
Author Lokoč, Jakub, editor
Skopal, Tomas, editor.
Schoeffmann, Klaus, editor.
Mezaris, Vasileios, editor
Li, Xirong, editor
Vrochidis, Stefanos, 1975- editor.
Patras, Ioannis, editor
ISBN 9783030678357
3030678350
Other Titles MMM 2021