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Video generation models have made significant progress in simulating future states, showcasing their potential as world simulators in embodied scenarios. However, existing models often lack robust understanding, limiting their ability to…

计算机视觉与模式识别 · 计算机科学 2025-06-11 Xiaowei Chi , Chun-Kai Fan , Hengyuan Zhang , Xingqun Qi , Rongyu Zhang , Anthony Chen , Chi-min Chan , Wei Xue , Qifeng Liu , Shanghang Zhang , Yike Guo

Nowadays, billions of videos are online ready to be viewed and shared. Among an enormous volume of videos, some popular ones are widely viewed by online users while the majority attract little attention. Furthermore, within each video,…

计算机视觉与模式识别 · 计算机科学 2018-04-10 Xinpeng Chen , Jingyuan Chen , Lin Ma , Jian Yao , Wei Liu , Jiebo Luo , Tong Zhang

In this paper, we describe our approach for the OMG- Emotion Challenge 2018. The goal is to produce utterance-level valence and arousal estimations for videos of approximately 1 minute length. We tackle this problem by first extracting…

计算机视觉与模式识别 · 计算机科学 2018-05-23 Tianlin Liu , Arvid Kappas

In recent years, the thriving development of research related to egocentric videos has provided a unique perspective for the study of conversational interactions, where both visual and audio signals play a crucial role. While most prior…

计算机视觉与模式识别 · 计算机科学 2024-04-04 Wenqi Jia , Miao Liu , Hao Jiang , Ishwarya Ananthabhotla , James M. Rehg , Vamsi Krishna Ithapu , Ruohan Gao

This paper introduces a multi-label visual emotion analysis benchmark dataset for comprehensively evaluating the ability of multimodal large language models (MLLMs) to predict the emotions evoked by images. Recent user studies report an…

计算机视觉与模式识别 · 计算机科学 2026-05-15 Tianwei Chen , Takuya Furusawa , Yuki Hirakawa , Ryotaro Shimizu , Mo Fan , Takashi Wada

Speech emotion recognition is a vital contributor to the next generation of human-computer interaction (HCI). However, current existing small-scale databases have limited the development of related research. In this paper, we present LSSED,…

声音 · 计算机科学 2021-02-04 Weiquan Fan , Xiangmin Xu , Xiaofen Xing , Weidong Chen , Dongyan Huang

We present HourVideo, a benchmark dataset for hour-long video-language understanding. Our dataset consists of a novel task suite comprising summarization, perception (recall, tracking), visual reasoning (spatial, temporal, predictive,…

计算机视觉与模式识别 · 计算机科学 2024-11-08 Keshigeyan Chandrasegaran , Agrim Gupta , Lea M. Hadzic , Taran Kota , Jimming He , Cristóbal Eyzaguirre , Zane Durante , Manling Li , Jiajun Wu , Li Fei-Fei

Portraying emotion and trustworthiness is known to increase the appeal of video content. However, the causal relationship between these signals and online user engagement is not well understood. This limited understanding is partly due to a…

多媒体 · 计算机科学 2021-05-05 Lukas Stappen , Alice Baird , Michelle Lienhart , Annalena Bätz , Björn Schuller

Vision-language models (VLMs) have recently expanded from static image understanding to video reasoning, but their scalability is fundamentally limited by the quadratic cost of processing dense frame sequences. Long videos often exceed the…

Endeavors have been made to explore Large Language Models for video analysis (Video-LLMs), particularly in understanding and interpreting long videos. However, existing Video-LLMs still face challenges in effectively integrating the rich…

计算机视觉与模式识别 · 计算机科学 2024-12-12 Jungang Li , Sicheng Tao , Yibo Yan , Xiaojie Gu , Haodong Xu , Xu Zheng , Yuanhuiyi Lyu , Linfeng Zhang , Xuming Hu

We propose a novel video understanding task by fusing knowledge-based and video question answering. First, we introduce KnowIT VQA, a video dataset with 24,282 human-generated question-answer pairs about a popular sitcom. The dataset…

计算机视觉与模式识别 · 计算机科学 2019-12-25 Noa Garcia , Mayu Otani , Chenhui Chu , Yuta Nakashima

Text-to-image diffusion models have achieved high visual fidelity, yet precise control over scene semantics and fine-grained affective tone remains challenging. Human visual affect arises from the rapid integration of contextual meaning,…

计算机视觉与模式识别 · 计算机科学 2026-04-02 Li He , Longtai Zhang , Wenqiang Zhang , Yan Wang , Lizhe Qi

We introduce FEEL (Force-Enhanced Egocentric Learning), the first large-scale dataset pairing force measurements gathered from custom piezoresistive gloves with egocentric video. Our gloves enable scalable data collection, and FEEL contains…

计算机视觉与模式识别 · 计算机科学 2026-03-18 Eadom Dessalene , Botao He , Michael Maynord , Yonatan Tussa , Pavan Mantripragada , Yianni Karabati , Nirupam Roy , Yiannis Aloimonos

In order to deal with variant-length long videos, prior works extract multi-modal features and fuse them to predict students' engagement intensity. In this paper, we present a new end-to-end method Class Attention in Video Transformer…

计算机视觉与模式识别 · 计算机科学 2022-11-11 Xusheng Ai , Victor S. Sheng , Chunhua Li , Zhiming Cui

Text-driven generation models are flourishing in video generation and editing. However, face-centric text-to-video generation remains a challenge due to the lack of a suitable dataset containing high-quality videos and highly relevant…

计算机视觉与模式识别 · 计算机科学 2023-03-28 Jianhui Yu , Hao Zhu , Liming Jiang , Chen Change Loy , Weidong Cai , Wayne Wu

Vocal Bursts -- short, non-speech vocalizations that convey emotions, such as laughter, cries, sighs, moans, and groans -- are an often-overlooked aspect of speech emotion recognition, but an important aspect of human vocal communication.…

声音 · 计算机科学 2023-04-07 Fred W. Buhl

Differently from computer vision systems which require explicit supervision, humans can learn facial expressions by observing people in their environment. In this paper, we look at how similar capabilities could be developed in machine…

计算机视觉与模式识别 · 计算机科学 2016-10-10 Samuel Albanie , Andrea Vedaldi

Dynamic facial expression generation from natural language is a crucial task in Computer Graphics, with applications in Animation, Virtual Avatars, and Human-Computer Interaction. However, current generative models suffer from datasets that…

图形学 · 计算机科学 2025-08-19 Yaron Aloni , Rotem Shalev-Arkushin , Yonatan Shafir , Guy Tevet , Ohad Fried , Amit Haim Bermano

The continuous and increasing use of social media has enabled the expression of human thoughts, opinions, and everyday actions publicly at an unprecedented scale. We present the Vent dataset, the largest annotated dataset of text, emotions,…

社会与信息网络 · 计算机科学 2019-03-26 Nikolaos Lykousas , Costantinos Patsakis , Andreas Kaltenbrunner , Vicenç Gómez

Emotion recognition promotes the evaluation and enhancement of Virtual Reality (VR) experiences by providing emotional feedback and enabling advanced personalization. However, facial expressions are rarely used to recognize users' emotions,…

计算机视觉与模式识别 · 计算机科学 2024-10-07 Thorben Ortmann , Qi Wang , Larissa Putzar
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