Multimodal Location Estimation of Videos and Images
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Beschreibung
This book presents an overview of the field of multimodal location estimation, i.e. using acoustic, visual, and/or textual cues to estimate the shown location of a video recording. The authors' sample research results in this field in a unified way integrating research work on this topic that focuses on different modalities, viewpoints, and applications. The book describes fundamental methods of acoustic, visual, textual, social graph, and metadata processing as well as multimodal integration methods used for location estimation. In addition, the text covers benchmark metrics and explores the limits of the technology based on a human baseline.
· Discusses localization of multimedia data;
· Examines fundamental methods of establishing location metadata for images and videos (other than GPS tagging);
· Covers Data-Driven as well as Semantic Location Estimation.
This book presents an overview of the field of multimodal location estimation. The authors' aim is to describe the research results in this field in a unified way. The book describes fundamental methods of acoustic, visual, textual, social graph, and metadata processing as well as multimodal integration methods used for location estimation. In addition, the book covers benchmark metrics and explores the limits of the technology based on a human baseline. The book also outlines privacy implications and discusses directions for future research in the area.
Discusses localization of multimedia data Examines fundamental methods of establishing location metadata (other than GPS tagging) Covers Data-Driven as well as Semantic Location Estimation Includes supplementary material: sn.pub/extras
Autor*in
Jaeyoung Choi
Themen in »Multimodal Location Estimation of Videos and Images«
Consumer Produced-videos GPS-equipped Handheld Devices Geo-tagged Videos Localization Privacy Location Text Multimedia Audio Multimodal Estimation Social Media Location Textual Metadata