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Mood recognition is an important problem in music informatics and has key applications in music discovery and recommendation. These applications have become even more relevant with the rise of music streaming. Our work investigates the…

声音 · 计算机科学 2021-10-12 Rajnish Kumar , Manjeet Dahiya

Image Aesthetic Assessment (IAA) is a vital and intricate task that entails analyzing and assessing an image's aesthetic values, and identifying its highlights and areas for improvement. Traditional methods of IAA often concentrate on a…

计算机视觉与模式识别 · 计算机科学 2024-12-17 Yuti Liu , Shice Liu , Junyuan Gao , Pengtao Jiang , Hao Zhang , Jinwei Chen , Bo Li

The rapid technical progress of generative art (GenArt) has democratized the creation of visually appealing imagery. However, achieving genuine artistic impact - the kind that resonates with viewers on a deeper, more meaningful level -…

计算机视觉与模式识别 · 计算机科学 2025-09-03 Ruixiang Jiang , Changwen Chen

Game designers use human playtesting to gather feedback about game design elements when iteratively improving a game. Playtesting, however, is expensive: human testers must be recruited, playtest results must be aggregated and interpreted,…

人工智能 · 计算机科学 2019-08-06 Alexander Zook , Eric Fruchter , Mark O. Riedl

Neural topic models can successfully find coherent and diverse topics in textual data. However, they are limited in dealing with multimodal datasets (e.g., images and text). This paper presents the first systematic and comprehensive…

计算与语言 · 计算机科学 2024-03-27 Felipe González-Pizarro , Giuseppe Carenini

While the situation has improved for text-only models, it again seems to be the case currently that multimodal (text and image) models develop faster than ways to evaluate them. In this paper, we bring a recently developed evaluation…

计算与语言 · 计算机科学 2024-12-12 Sherzod Hakimov , Yerkezhan Abdullayeva , Kushal Koshti , Antonia Schmidt , Yan Weiser , Anne Beyer , David Schlangen

Image-text matching is a key multimodal task that aims to model the semantic association between images and text as a matching relationship. With the advent of the multimedia information age, image, and text data show explosive growth, and…

机器学习 · 计算机科学 2024-06-24 Jinyin Wang , Haijing Zhang , Yihao Zhong , Yingbin Liang , Rongwei Ji , Yiru Cang

In the context of music information retrieval, similarity-based approaches are useful for a variety of tasks that benefit from a query-by-example scenario. Music however, naturally decomposes into a set of semantically meaningful factors of…

音频与语音处理 · 电气工程与系统科学 2021-11-03 Sebastian Ribecky , Jakob Abeßer , Hanna Lukashevich

Multi-modal Ads Video Understanding Challenge is the first grand challenge aiming to comprehensively understand ads videos. Our challenge includes two tasks: video structuring in the temporal dimension and multi-modal video classification.…

计算机视觉与模式识别 · 计算机科学 2021-09-17 Zhenzhi Wang , Liyu Wu , Zhimin Li , Jiangfeng Xiong , Qinglin Lu

The fashion industry has diverse applications in multi-modal image generation and editing. It aims to create a desired high-fidelity image with the multi-modal conditional signal as guidance. Most existing methods learn different condition…

计算机视觉与模式识别 · 计算机科学 2022-05-25 Zhikang Li , Huiling Zhou , Shuai Bai , Peike Li , Chang Zhou , Hongxia Yang

As digital games continue to be explored as solutions to educational and behavioural challenges, the need for evaluation methodologies which support both the unique nature of the format and the need for comparison with other approaches…

人工智能 · 计算机科学 2014-02-21 Ian Dunwell , Panagiotis Petridis , Petros Lameras , Maurice Hendrix , Stella Doukianou , Mark Gaved

Previous research has demonstrated the advantages of integrating data from multiple sources over traditional unimodal data, leading to the emergence of numerous novel multimodal applications. We propose a multimodal classification benchmark…

机器学习 · 计算机科学 2023-12-20 Jiaying Lu , Yongchen Qian , Shifan Zhao , Yuanzhe Xi , Carl Yang

Multimodal representation learning is fundamentally about transforming incomparable modalities into comparable representations. While prior research primarily focused on explicitly aligning these representations through targeted learning…

机器学习 · 计算机科学 2025-06-16 Megan Tjandrasuwita , Chanakya Ekbote , Liu Ziyin , Paul Pu Liang

Image matching, which aims to identify corresponding pixel locations between images, is crucial in a wide range of scientific disciplines, aiding in image registration, fusion, and analysis. In recent years, deep learning-based image…

计算机视觉与模式识别 · 计算机科学 2025-01-14 Xingyi He , Hao Yu , Sida Peng , Dongli Tan , Zehong Shen , Hujun Bao , Xiaowei Zhou

As the population continues to age, and gaming continues to grow as a hobby for older people, heterogeneity among older adult gamers is increasing. We argue that traditional game-based accessibility features, such as simplified input…

人机交互 · 计算机科学 2025-06-10 Brandon Lyman , Yichi Zhang , Celia Pearce , Miso Kim , Casper Harteveld , Leanne Chukoskie , Bob De Schutter

The rapid development of diagnostic technologies in healthcare is leading to higher requirements for physicians to handle and integrate the heterogeneous, yet complementary data that are produced during routine practice. For instance, the…

Large multimodal models (LMMs) have demonstrated outstanding capabilities in various visual perception tasks, which has in turn made the evaluation of LMMs significant. However, the capability of video aesthetic quality assessment, which is…

计算机视觉与模式识别 · 计算机科学 2026-02-03 Yunhao Li , Sijing Wu , Zhilin Gao , Zicheng Zhang , Qi Jia , Huiyu Duan , Xiongkuo Min , Guangtao Zhai

Recent research has widely explored the problem of aesthetics assessment of images with generic content. However, few approaches have been specifically designed to predict the aesthetic quality of images containing human faces, which make…

计算机视觉与模式识别 · 计算机科学 2018-10-03 Simone Bianco , Luigi Celona , Raimondo Schettini

With the continuous development of social software and multimedia technology, images have become a kind of important carrier for spreading information and socializing. How to evaluate an image comprehensively has become the focus of recent…

计算机视觉与模式识别 · 计算机科学 2022-07-06 Xin Jin , Xinning Li , Hao Lou , Chenyu Fan , Qiang Deng , Chaoen Xiao , Shuai Cui , Amit Kumar Singh

In the fields of Experimental and Computational Aesthetics, numerous image datasets have been created over the last two decades. In the present work, we provide a comparative overview of twelve image datasets that include aesthetic ratings…

计算机视觉与模式识别 · 计算机科学 2023-07-04 Ralf Bartho , Katja Thoemmes , Christoph Redies