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It is not surprise for machine learning models to provide decent prediction accuracy of soccer games outcomes based on various objective metrics. However, the performance is not that decent in terms of predicting difficult and valuable…

机器学习 · 计算机科学 2020-08-05 Liyao Lu , Qiang Lyu

In recent years, many different approaches have been proposed to quantify the performances of soccer players. Since player performances are challenging to quantify directly due to the low-scoring nature of soccer, most approaches estimate…

机器学习 · 计算机科学 2021-05-31 Jan Van Haaren

This paper presents a novel approach to the problem of semantic parsing via learning the correspondences between complex sentences and rich sets of events. Our main intuition is that correct correspondences tend to occur more frequently.…

计算与语言 · 计算机科学 2012-10-19 Hannaneh Hajishirzi , Mohammad Rastegari , Ali Farhadi , Jessica K. Hodgins

In this study, we present an innovative fusion of language models and query analysis techniques to unlock cognition in artificial intelligence. The introduced open-source AI system seamlessly integrates a Chess engine with a language model,…

人工智能 · 计算机科学 2024-10-21 Muntasir Adnan , Buddhi Gamage , Zhiwei Xu , Damith Herath , Carlos C. N. Kuhn

Video game streaming provides the viewer with a rich set of audio-visual data, conveying information both with regards to the game itself, through game footage and audio, as well as the streamer's emotional state and behaviour via webcam…

计算机视觉与模式识别 · 计算机科学 2019-06-03 Charles Ringer , James Alfred Walker , Mihalis A. Nicolaou

Traditional video-based tasks like soccer action spotting rely heavily on visual inputs, often requiring complex and computationally expensive models to process dense video data. We propose a shift from this video-centric approach to a…

计算机视觉与模式识别 · 计算机科学 2025-09-30 Ritabrata Chakraborty , Rajatsubhra Chakraborty , Avijit Dasgupta , Sandeep Chaurasia

Sports analytics -- broadly defined as the pursuit of improvement in athletic performance through the analysis of data -- has expanded its footprint both in the professional sports industry and in academia over the past 30 years. In this…

应用统计 · 统计学 2023-01-11 Benjamin S. Baumer , Gregory J. Matthews , Quang Nguyen

The increasing complexity of Industry 4.0 systems brings new challenges regarding predictive maintenance tasks such as fault detection and diagnosis. A corresponding and realistic setting includes multi-source data streams from different…

机器学习 · 计算机科学 2024-02-23 Victor Pellegrain , Myriam Tami , Michel Batteux , Céline Hudelot

RoboCup offers a set of benchmark problems for Artificial Intelligence in form of official world championships since 1997. The most tactical advanced and richest in terms of behavioural complexity of these is the 2D Soccer Simulation…

人工智能 · 计算机科学 2017-08-22 Olivia Michael , Oliver Obst

Effective financial reasoning demands not only textual understanding but also the ability to interpret complex visual data such as charts, tables, and trend graphs. This paper introduces a new benchmark designed to evaluate how well AI…

人工智能 · 计算机科学 2025-06-10 Shuangyan Deng , Haizhou Peng , Jiachen Xu , Chunhou Liu , Ciprian Doru Giurcuaneanu , Jiamou Liu

In this paper, we discuss the potential of applying unsupervised anomaly detection in constructing AI-based interactive systems that deal with highly contextual situations, i.e., human-human communication, in collaboration with domain…

人机交互 · 计算机科学 2022-06-23 Riku Arakawa , Hiromu Yakura

In soccer, passing is the most frequent interaction between players and plays a significant role in creating scoring chances. Experts are interested in analyzing players' passing behavior to learn passing tactics, i.e., how players build up…

人机交互 · 计算机科学 2020-09-08 Xiao Xie , Jiachen Wang , Hongye Liang , Dazhen Deng , Shoubin Cheng , Hui Zhang , Wei Chen , Yingcai Wu

This paper presents StreamChat, a novel approach that enhances the interaction capabilities of Large Multimodal Models (LMMs) with streaming video content. In streaming interaction scenarios, existing methods rely solely on visual…

计算机视觉与模式识别 · 计算机科学 2025-04-01 Jihao Liu , Zhiding Yu , Shiyi Lan , Shihao Wang , Rongyao Fang , Jan Kautz , Hongsheng Li , Jose M. Alvare

Penalties are fraught and game-changing moments in soccer games that teams explicitly prepare for. Consequently, there has been substantial interest in analyzing them in order to provide advice to practitioners. From a data science…

机器学习 · 计算机科学 2025-06-02 Lotte Bransen , Tim Janssen , Jesse Davis

Over the past few years, soccer-playing humanoid robots have advanced significantly. Elementary skills, such as bipedal walking, visual perception, and collision avoidance have matured enough to allow for dynamic and exciting games. When…

Conversational assistants are increasingly popular across diverse real-world applications, highlighting the need for advanced multimodal speech modeling. Speech, as a natural mode of communication, encodes rich user-specific characteristics…

计算与语言 · 计算机科学 2024-12-23 Maximillian Chen , Ruoxi Sun , Sercan Ö. Arık

Multi-object tracking (MOT) in sports is highly challenging due to irregular player motion, uniform appearances, and frequent occlusions. These difficulties are further exacerbated by the geometric distortion and extreme scale variation…

计算机视觉与模式识别 · 计算机科学 2026-02-03 Rong-Lin Jian , Ming-Chi Luo , Chen-Wei Huang , Chia-Ming Lee , Yu-Fan Lin , Chih-Chung Hsu

In soccer, contextual player performance metrics are invaluable to coaches. For example, the ability to perform under pressure during matches distinguishes the elite from the average. Appropriate pressure metric enables teams to assess…

机器学习 · 计算机科学 2024-03-08 Chaoyi Gu , Jiaming Na , Yisheng Pei , Varuna De Silva

This paper employs a Bayesian methodology to predict the results of soccer matches in real-time. Using sequential data of various events throughout the match, we utilize a multinomial probit regression in a novel framework to estimate the…

应用统计 · 统计学 2024-10-17 Chinmay Divekar , Soudeep Deb , Rishideep Roy

Camera calibration and localization, sometimes simply named camera calibration, enables many applications in the context of soccer broadcasting, for instance regarding the interpretation and analysis of the game, or the insertion of…

计算机视觉与模式识别 · 计算机科学 2025-04-11 Floriane Magera , Thomas Hoyoux , Olivier Barnich , Marc Van Droogenbroeck