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Location based services (LBS) have become very popular in recent years. They range from map services (e.g., Google Maps) that store geographic locations of points of interests, to online social networks (e.g., WeChat, Sina Weibo,…

Databases · Computer Science 2015-05-14 Weimo Liu , Md Farhadur Rahman , Saravanan Thirumuruganathan , Nan Zhang , Gautam Das

Real-time location inference of social media users is the fundamental of some spatial applications such as localized search and event detection. While tweet text is the most commonly used feature in location estimation, most of the prior…

Computation and Language · Computer Science 2023-10-24 Yu Zhang , Wei Wei , Binxuan Huang , Kathleen M. Carley , Yan Zhang

Social Internet content plays an increasingly critical role in many domains, including public health, disaster management, and politics. However, its utility is limited by missing geographic information; for example, fewer than 1.6% of…

Social and Information Networks · Computer Science 2013-11-19 Reid Priedhorsky , Aron Culotta , Sara Y. Del Valle

Associating geo-coordinates with the content of social media posts can enhance many existing applications and services and enable a host of new ones. Unfortunately, a majority of social media posts are not tagged with geo-coordinates. Even…

Information Retrieval · Computer Science 2014-10-20 Derek Doran , Swapna Gokhale , Aldo Dagnino

Social media users share billions of items per year, only a small fraction of which is geotagged. We present a data- driven approach for identifying non-geotagged content items that can be associated with a hyper-local geographic area by…

Information Retrieval · Computer Science 2015-02-03 David Flatow , Mor Naaman , Ke Eddie Xie , Yana Volkovich , Yaron Kanza

Extracting the "correct" location information from text data, i.e., determining the place of event, has long been a goal for automated text processing. To approximate human-like coding schema, we introduce a supervised machine learning…

Computation and Language · Computer Science 2019-08-28 Sophie J. Lee , Howard Liu , Michael D. Ward

Spatial prediction of weather-elements like temperature, precipitation, and barometric pressure are generally based on satellite imagery or data collected at ground-stations. None of these data provide information at a more granular or…

Applications · Statistics 2020-04-28 Arnab Chakraborty , Soumendra Nath Lahiri , Alyson Wilson

The task of textual geolocation - retrieving the coordinates of a place based on a free-form language description - calls for not only grounding but also natural language understanding and geospatial reasoning. Even though there are quite a…

Computation and Language · Computer Science 2023-07-04 Tzuf Paz-Argaman , Tal Bauman , Itai Mondshine , Itzhak Omer , Sagi Dalyot , Reut Tsarfaty

Cross-view geo-localization identifies the locations of street-view images by matching them with geo-tagged satellite images or OSM. However, most existing studies focus on image-to-image retrieval, with fewer addressing text-guided…

Computer Vision and Pattern Recognition · Computer Science 2025-04-02 Junyan Ye , Honglin Lin , Leyan Ou , Dairong Chen , Zihao Wang , Qi Zhu , Conghui He , Weijia Li

Geo-tagged Twitter data has been used recently to infer insights on the human aspects of social media. Insights related to demographics, spatial distribution of cultural activities, space-time travel trajectories for humans as well as…

Social and Information Networks · Computer Science 2019-07-30 Wei Lun Lim , Chiung Ching Ho , Choo-Yee Ting

Visual localization is the problem of estimating the position and orientation from which a given image (or a sequence of images) is taken in a known scene. It is an important part of a wide range of computer vision and robotics…

Computer Vision and Pattern Recognition · Computer Science 2021-09-13 Ara Jafarzadeh , Manuel Lopez Antequera , Pau Gargallo , Yubin Kuang , Carl Toft , Fredrik Kahl , Torsten Sattler

Reliable image geolocation is crucial for several applications, ranging from social media geo-tagging to fake news detection. State-of-the-art geolocation methods surpass human performance on the task of geolocation estimation from images.…

Computer Vision and Pattern Recognition · Computer Science 2021-11-24 Apostolos Panagiotopoulos , Giorgos Kordopatis-Zilos , Symeon Papadopoulos

As unconventional sources of geo-information, massive imagery and text messages from open platforms and social media form a temporally quasi-seamless, spatially multi-perspective stream, but with unknown and diverse quality. Due to its…

Twitter is often used in quantitative studies that identify geographically-preferred topics, writing styles, and entities. These studies rely on either GPS coordinates attached to individual messages, or on the user-supplied location field…

Computation and Language · Computer Science 2015-08-25 Umashanthi Pavalanathan , Jacob Eisenstein

Text data are an important source of detailed information about social and political events. Automated systems parse large volumes of text data to infer or extract structured information that describes actors, actions, dates, times, and…

Computation and Language · Computer Science 2021-07-02 Benjamin J. Radford

A vast amount of location information exists in unstructured texts, such as social media posts, news stories, scientific articles, web pages, travel blogs, and historical archives. Geoparsing refers to the process of recognizing location…

Computation and Language · Computer Science 2022-07-06 Xuke Hu , Zhiyong Zhou , Hao Li , Yingjie Hu , Fuqiang Gu , Jens Kersten , Hongchao Fan , Friederike Klan

People from different parts of the globe describe objects and concepts in distinct manners. Visual appearance can thus vary across different geographic locations, which makes location a relevant contextual information when analysing visual…

Computer Vision and Pattern Recognition · Computer Science 2020-07-08 Raul Gomez , Jaume Gibert , Lluis Gomez , Dimosthenis Karatzas

Media sharing applications, such as Flickr and Panoramio, contain a large amount of pictures related to real life events. For this reason, the development of effective methods to retrieve these pictures is important, but still a challenging…

Information Retrieval · Computer Science 2015-04-29 Massimiliano Ruocco , Heri Ramampiaro

While transformers have pioneered attention-driven architectures as a cornerstone of language modeling, their dependence on explicitly contextual information underscores limitations in their abilities to tacitly learn overarching textual…

Computation and Language · Computer Science 2024-01-17 Nick DiSanto , Anthony Corso , Benjamin Sanders , Gavin Harding

Over the past decade, rapid advances in web technologies, coupled with innovative models of spatial data collection and consumption, have generated a robust growth in geo-referenced information, resulting in spatial information overload.…

Digital Libraries · Computer Science 2014-01-14 Andrea Ballatore , David C. Wilson , Michela Bertolotto