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Edge computing's growing prominence, due to its ability to reduce communication latency and enable real-time processing, is promoting the rise of high-performance, heterogeneous System-on-Chip solutions. While current approaches often…

人工智能 · 计算机科学 2024-09-24 Rakshith Jayanth , Neelesh Gupta , Viktor Prasanna

In recent years, the use of bio-sensing signals such as electroencephalogram (EEG), electrocardiogram (ECG), etc. have garnered interest towards applications in affective computing. The parallel trend of deep-learning has led to a huge leap…

机器学习 · 计算机科学 2019-05-20 Siddharth Siddharth , Tzyy-Ping Jung , Terrence J. Sejnowski

Understanding emotions accurately is essential for fields like human-computer interaction. Due to the complexity of emotions and their multi-modal nature (e.g., emotions are influenced by facial expressions and audio), researchers have…

计算机视觉与模式识别 · 计算机科学 2025-01-17 Qize Yang , Detao Bai , Yi-Xing Peng , Xihan Wei

As a branch of advanced artificial intelligence, dialogue systems are prospering. Multi-turn response selection is a general research problem in dialogue systems. With the assistance of background information and pre-trained language…

计算与语言 · 计算机科学 2024-07-29 Yuandong Wang , Xuhui Ren , Tong Chen , Yuxiao Dong , Nguyen Quoc Viet Hung , Jie Tang

We investigate the feasibility of using Multimodal Large Language Models (MLLMs) for real-time online episodic memory question answering. While cloud offloading is common, it raises privacy and latency concerns for wearable assistants,…

计算机视觉与模式识别 · 计算机科学 2026-05-14 Giuseppe Lando , Rosario Forte , Antonino Furnari

The increasing scale and wealth of inter-connected data, such as those accrued by social network applications, demand the design of new techniques and platforms to efficiently derive actionable knowledge from large-scale graphs. However,…

分布式、并行与集群计算 · 计算机科学 2014-12-08 Abdullah Gharaibeh , Tahsin Reza , Elizeu Santos-Neto , Lauro Beltrao Costa , Scott Sallinen , Matei Ripeanu

Humans are skilled in reading the interlocutor's emotion from multimodal signals, including spoken words, simultaneous speech, and facial expressions. It is still a challenge to effectively decode emotions from the complex interactions of…

机器学习 · 计算机科学 2022-12-20 Feng Qiu , Chengyang Xie , Yu Ding , Wanzeng Kong

This problem was solved within the framework of the grant project "Solving of problems of cluster analysis with application of parallel algorithms and cloud technologies" in the Institute of Mathematics and Mathematical Modelling in Almaty.…

分布式、并行与集群计算 · 计算机科学 2014-02-18 Natalya Litvinenko

Multimodal features play a key role in wearable sensor-based human activity recognition (HAR). Selecting the most salient features adaptively is a promising way to maximize the effectiveness of multimodal sensor data. In this regard, we…

人机交互 · 计算机科学 2018-05-21 Kaixuan Chen , Lina Yao , Xianzhi Wang , Dalin Zhang , Tao Gu , Zhiwen Yu , Zheng Yang

In the field of affective computing, researchers in the community have promoted the performance of models and algorithms by using the complementarity of multimodal information. However, the emergence of more and more modal information makes…

计算机视觉与模式识别 · 计算机科学 2023-05-01 Binqiang Wang , Gang Dong , Yaqian Zhao , Rengang Li , Lu Cao , Lihua Lu

Multimodal Affective Computing (MAC) aims to recognize and interpret human emotions by integrating information from diverse modalities such as text, video, and audio. Recent advancements in Multimodal Large Language Models (MLLMs) have…

人工智能 · 计算机科学 2025-08-05 Miaosen Luo , Jiesen Long , Zequn Li , Yunying Yang , Yuncheng Jiang , Sijie Mai

Fine-grained sentiment analysis (FGSA) aims to identify sentiment polarity toward specific aspects within a text, enabling more precise opinion mining in domains such as product reviews and social media. However, traditional FGSA approaches…

计算与语言 · 计算机科学 2025-05-21 Zhenkai Qin , Jiajing He , Qiao Fang

There is a vast amount of data generated every second due to the rapidly growing technology in the current world. This area of research attempts to determine the feelings or opinions of people on social media posts. The dataset we used was…

计算与语言 · 计算机科学 2023-01-24 Keshav Kapur , Rajitha Harikrishnan

GPUs have significantly accelerated first-order methods for large-scale optimization, especially in continuous optimization. However, this success has not transferred cleanly to problems with discrete variables, combinatorial structure, and…

机器学习 · 计算机科学 2026-05-22 Jiachang Liu , Andrea Lodi

Personality computing and affective computing, where the recognition of personality traits is essential, have gained increasing interest and attention in many research areas recently. We propose a novel approach to recognize the Big Five…

计算机视觉与模式识别 · 计算机科学 2019-11-04 Süleyman Aslan , Uğur Güdükbay

This paper proposes a system capable of recognizing a speaker's utterance-level emotion through multimodal cues in a video. The system seamlessly integrates multiple AI models to first extract and pre-process multimodal information from the…

人机交互 · 计算机科学 2023-08-29 Sun-Kyung Lee , Jong-Hwan Kim

Multimodal Sentiment Analysis (MSA) leverages multiple data modals to analyze human sentiment. Existing MSA models generally employ cutting-edge multimodal fusion and representation learning-based methods to promote MSA capability. However,…

计算与语言 · 计算机科学 2024-12-04 Yijie Jin

Multimodal Sentiment Analysis leverages multimodal signals to detect the sentiment of a speaker. Previous approaches concentrate on performing multimodal fusion and representation learning based on general knowledge obtained from pretrained…

人工智能 · 计算机科学 2023-06-29 Yakun Yu , Mingjun Zhao , Shi-ang Qi , Feiran Sun , Baoxun Wang , Weidong Guo , Xiaoli Wang , Lei Yang , Di Niu

Visual commonsense understanding requires Vision Language (VL) models to not only understand image and text but also cross-reference in-between to fully integrate and achieve comprehension of the visual scene described. Recently, various…

计算机视觉与模式识别 · 计算机科学 2023-10-24 Zhecan Wang , Haoxuan You , Yicheng He , Wenhao Li , Kai-Wei Chang , Shih-Fu Chang

In this paper, we present our solutions for the Multimodal Sentiment Analysis Challenge (MuSe) 2022, which includes MuSe-Humor, MuSe-Reaction and MuSe-Stress Sub-challenges. The MuSe 2022 focuses on humor detection, emotional reactions and…

计算机视觉与模式识别 · 计算机科学 2022-08-15 Jia Li , Ziyang Zhang , Junjie Lang , Yueqi Jiang , Liuwei An , Peng Zou , Yangyang Xu , Sheng Gao , Jie Lin , Chunxiao Fan , Xiao Sun , Meng Wang