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Perceiving a scene most fully requires all the senses. Yet modeling how objects look and sound is challenging: most natural scenes and events contain multiple objects, and the audio track mixes all the sound sources together. We propose to…

Computer Vision and Pattern Recognition · Computer Science 2018-07-27 Ruohan Gao , Rogerio Feris , Kristen Grauman

A stereotype is a generalized perception of a specific group of humans. It is often potentially encoded in human language, which is more common in texts on social issues. Previous works simply define a sentence as stereotypical and…

Computation and Language · Computer Science 2024-01-30 Yang Liu

We introduce a multimodal dataset where users express preferences through images. These images encompass a broad spectrum of visual expressions ranging from landscapes to artistic depictions. Users request recommendations for books or music…

Computer Vision and Pattern Recognition · Computer Science 2025-04-17 Se-eun Yoon , Hyunsik Jeon , Julian McAuley

The task of image captioning has recently been gaining popularity, and with it the complex task of evaluating the quality of image captioning models. In this work, we present the first survey and taxonomy of over 70 different image…

Computation and Language · Computer Science 2025-09-16 Uri Berger , Gabriel Stanovsky , Omri Abend , Lea Frermann

Many platforms exploit collaborative tagging to provide their users with faster and more accurate results while searching or navigating. Tags can communicate different concepts such as the main features, technologies, functionality, and the…

Software Engineering · Computer Science 2021-06-15 Maliheh Izadi , Abbas Heydarnoori , Georgios Gousios

Large Language Models (LLMs) are increasingly used to generate narrative content, including children's stories, which play an important role in social and cultural learning. Despite growing interest in AI safety and alignment, most existing…

Computation and Language · Computer Science 2026-04-21 Yuxuan Ouyang , yingfeng luo , JingBo Zhu , Tong Xiao

Video personalization, which generates customized videos using reference images, has gained significant attention. However, prior methods typically focus on single-concept personalization, limiting broader applications that require…

Computer Vision and Pattern Recognition · Computer Science 2025-02-13 Feng Liang , Haoyu Ma , Zecheng He , Tingbo Hou , Ji Hou , Kunpeng Li , Xiaoliang Dai , Felix Juefei-Xu , Samaneh Azadi , Animesh Sinha , Peizhao Zhang , Peter Vajda , Diana Marculescu

Recently, multi-view and multi-label classification have become significant domains for comprehensive data analysis and exploration. However, incompleteness both in views and labels is still a real-world scenario for multi-view multi-label…

Computer Vision and Pattern Recognition · Computer Science 2025-11-11 Bingyan Nie , Wulin Xie , Jiang Long , Xiaohuan Lu

Multiview learning has drawn widespread attention for its efficacy in leveraging cross-view consensus and complementarity information to achieve a comprehensive representation of data. While multi-view learning has undergone vigorous…

Machine Learning · Statistics 2025-01-29 Wen Wen , Tieliang Gong , Yuxin Dong , Shujian Yu , Weizhan Zhang

A well-known challenge associated with the multi-label classification problem is modelling dependencies between labels. Most attempts at modelling label dependencies focus on co-occurrences, ignoring the valuable information that can be…

Machine Learning · Computer Science 2022-02-11 Muberra Ozmen , Hao Zhang , Pengyun Wang , Mark Coates

Effectively analyzing online review data is essential across industries. However, many existing studies are limited to specific domains and languages or depend on supervised learning approaches that require large-scale labeled datasets. To…

Computation and Language · Computer Science 2026-01-13 Jiin Park , Misuk Kim

This paper presents a comprehensive survey of sentiment analysis methods for movie reviews, a benchmark task that has played a central role in advancing natural language processing. We review the evolution of techniques from early…

Information Theory · Computer Science 2026-01-15 Agnivo Gosai , Shuvodeep De , Karun Thankachan , Ramadan A. ZeinEldin , Ali W. Mohamed , Seyed J. Mousavirad

Multi-modal retrieval is an important problem for many applications, such as recommendation and search. Current benchmarks and even datasets are often manually constructed and consist of mostly clean samples where all modalities are…

Computer Vision and Pattern Recognition · Computer Science 2022-10-21 Laura Hanu , James Thewlis , Yuki M. Asano , Christian Rupprecht

The variety, abundance, and structured nature of hashtags make them an interesting data source for training vision models. For instance, hashtags have the potential to significantly reduce the problem of manual supervision and annotation…

Computer Vision and Pattern Recognition · Computer Science 2017-11-28 Andreas Veit , Maximilian Nickel , Serge Belongie , Laurens van der Maaten

Scene text recognition is a popular topic and extensively used in the industry. Although many methods have achieved satisfactory performance for the close-set text recognition challenges, these methods lose feasibility in open-set…

Computer Vision and Pattern Recognition · Computer Science 2022-08-09 Chang Liu , Chun Yang , Hai-Bo Qin , Xiaobin Zhu , Cheng-Lin Liu , Xu-Cheng Yin

Story detection in online communities is a challenging task as stories are scattered across communities and interwoven with non-storytelling spans within a single text. We address this challenge by building and releasing the StorySeeker…

Computation and Language · Computer Science 2025-07-22 Maria Antoniak , Joel Mire , Maarten Sap , Elliott Ash , Andrew Piper

In this paper, we describe how the hypergeometric test can be used to determine whether a given theme of interest occurs in a storyset at a frequency more than would be expected by chance. By a storyset we mean simply a list of stories…

Applications · Statistics 2020-02-28 Mikael Onsjö , Paul Sheridan

Information in text is communicated in a way that supports a goal for its reader. Product reviews, for example, contain opinions, tips, product descriptions, and many other types of information that provide both direct insights, as well as…

Computation and Language · Computer Science 2025-02-21 Ori Shapira , Yuval Pinter

We propose a novel approach to multimodal sentiment analysis using deep neural networks combining visual analysis and natural language processing. Our goal is different than the standard sentiment analysis goal of predicting whether a…

Machine Learning · Statistics 2018-05-28 Anthony Hu , Seth Flaxman

In this work, our goal is to develop a theoretical framework that can eventually be used for analyzing the effectiveness of visual stories such as feature films to comic books. To develop this theoretical framework, we introduce a new story…

Artificial Intelligence · Computer Science 2023-10-30 Gary Bruins , Ergun Akleman