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In this paper, we present the Global Multimedia Deepfake Detection held concurrently with the Inclusion 2024. Our Multimedia Deepfake Detection aims to detect automatic image and audio-video manipulations including but not limited to…

Computer Vision and Pattern Recognition · Computer Science 2025-06-04 Yi Zhang , Weize Gao , Changtao Miao , Man Luo , Jianshu Li , Wenzhong Deng , Zhe Li , Bingyu Hu , Weibin Yao , Yunfeng Diao , Wenbo Zhou , Tao Gong , Qi Chu

The first Multimodal Emotion Recognition Challenge (MER 2023) was successfully held at ACM Multimedia. The challenge focuses on system robustness and consists of three distinct tracks: (1) MER-MULTI, where participants are required to…

Facial action unit detection has emerged as an important task within facial expression analysis, aimed at detecting specific pre-defined, objective facial expressions, such as lip tightening and cheek raising. This paper presents our…

Computer Vision and Pattern Recognition · Computer Science 2023-04-19 Yufeng Yin , Minh Tran , Di Chang , Xinrui Wang , Mohammad Soleymani

Talking head video generation aims to generate a realistic talking head video that preserves the person's identity from a source image and the motion from a driving video. Despite the promising progress made in the field, it remains a…

Computer Vision and Pattern Recognition · Computer Science 2025-03-26 Shuling Zhao , Fa-Ting Hong , Xiaoshui Huang , Dan Xu

This paper presents a summary of the Competition on Face Presentation Attack Detection Based on Privacy-aware Synthetic Training Data (SynFacePAD 2023) held at the 2023 International Joint Conference on Biometrics (IJCB 2023). The…

The Audio/Visual Emotion Challenge and Workshop (AVEC 2016) "Depression, Mood and Emotion" will be the sixth competition event aimed at comparison of multimedia processing and machine learning methods for automatic audio, visual and…

Computer Vision and Pattern Recognition · Computer Science 2016-11-23 Michel Valstar , Jonathan Gratch , Bjorn Schuller , Fabien Ringeval , Denis Lalanne , Mercedes Torres Torres , Stefan Scherer , Guiota Stratou , Roddy Cowie , Maja Pantic

We present a demonstration of a neural interactive-predictive system for tackling multimodal sequence to sequence tasks. The system generates text predictions to different sequence to sequence tasks: machine translation, image and video…

Computation and Language · Computer Science 2019-05-31 Álvaro Peris , Francisco Casacuberta

Facial behavior analysis is a broad topic with various categories such as facial emotion recognition, age, and gender recognition. Many studies focus on individual tasks while the multi-task learning approach is still an open research issue…

Computer Vision and Pattern Recognition · Computer Science 2022-10-04 Dang-Khanh Nguyen , Sudarshan Pant , Ngoc-Huynh Ho , Guee-Sang Lee , Soo-Huyng Kim , Hyung-Jeong Yang

Recently, increasing research interests have focused on retrieval augmented generation (RAG) to mitigate hallucination for large language models (LLMs). Following this trend, we launch the FutureDial-RAG challenge at SLT 2024, which aims at…

Computation and Language · Computer Science 2024-09-17 Yucheng Cai , Si Chen , Yuxuan Wu , Yi Huang , Junlan Feng , Zhijian Ou

This paper explores privacy-compliant group-level emotion recognition ''in-the-wild'' within the EmotiW Challenge 2023. Group-level emotion recognition can be useful in many fields including social robotics, conversational agents,…

Artificial Intelligence · Computer Science 2023-12-12 Anderson Augusma , Dominique Vaufreydaz , Frédérique Letué

Speech-driven facial video generation has been a complex problem due to its multi-modal aspects namely audio and video domain. The audio comprises lots of underlying features such as expression, pitch, loudness, prosody(speaking style) and…

Computer Vision and Pattern Recognition · Computer Science 2020-12-15 Neeraj Kumar , Srishti Goel , Ankur Narang , Brejesh Lall

To effectively engage in human society, the ability to adapt, filter information, and make informed decisions in ever-changing situations is critical. As robots and intelligent agents become more integrated into human life, there is a…

Artificial Intelligence · Computer Science 2025-11-13 Mingyang Mao , Mariela M. Perez-Cabarcas , Utteja Kallakuri , Nicholas R. Waytowich , Xiaomin Lin , Tinoosh Mohsenin

Facial expression recognition is a challenging classification task that holds broad application prospects in the field of human-computer interaction. This paper aims to introduce the method we will adopt in the 8th Affective and Behavioral…

Computer Vision and Pattern Recognition · Computer Science 2025-03-24 Jun Yu , Yang Zheng , Lei Wang , Yongqi Wang , Shengfan Xu

Human behaviors in real-world environments are inherently interactive, with an individual's motion shaped by surrounding agents and the scene. Such capabilities are essential for applications in virtual avatars, interactive animation, and…

Computer Vision and Pattern Recognition · Computer Science 2026-04-02 Yaoqin Ye , Yiteng Xu , Qin Sun , Xinge Zhu , Yujing Sun , Yuexin Ma

In this paper, we introduce Online Multimodal Conversational Response Generation (OMCRG), a novel task designed to produce synchronized verbal and non-verbal listener feedback online, based on the speaker's multimodal inputs. OMCRG captures…

Computer Vision and Pattern Recognition · Computer Science 2025-10-29 Cheng Luo , Jianghui Wang , Bing Li , Siyang Song , Bernard Ghanem

A social interaction is a social exchange between two or more individuals,where individuals modify and adjust their behaviors in response to their interaction partners. Our social interactions are one of most fundamental aspects of our…

Computer Vision and Pattern Recognition · Computer Science 2018-02-01 Behnaz Nojavanasghari , Yuchi Huang , Saad Khan

Synthesizing multi-character interactions is a challenging task due to the complex and varied interactions between the characters. In particular, precise spatiotemporal alignment between characters is required in generating close…

Graphics · Computer Science 2022-08-05 Aman Goel , Qianhui Men , Edmond S. L. Ho

Existing top-performance autonomous driving systems typically rely on the multi-modal fusion strategy for reliable scene understanding. This design is however fundamentally restricted due to overlooking the modality-specific strengths and…

Computer Vision and Pattern Recognition · Computer Science 2025-02-24 Zeyu Yang , Nan Song , Wei Li , Xiatian Zhu , Li Zhang , Philip H. S. Torr

In recent years, audio-driven 3D facial animation has gained significant attention, particularly in applications such as virtual reality, gaming, and video conferencing. However, accurately modeling the intricate and subtle dynamics of…

Computer Vision and Pattern Recognition · Computer Science 2023-11-14 Guinan Su , Yanwu Yang , Zhifeng Li

This paper reviews the MARS2 2025 Challenge on Multimodal Reasoning. We aim to bring together different approaches in multimodal machine learning and LLMs via a large benchmark. We hope it better allows researchers to follow the…

Computer Vision and Pattern Recognition · Computer Science 2025-09-18 Peng Xu , Shengwu Xiong , Jiajun Zhang , Yaxiong Chen , Bowen Zhou , Chen Change Loy , David A. Clifton , Kyoung Mu Lee , Luc Van Gool , Ruiming He , Ruilin Yao , Xinwei Long , Jirui Huang , Kai Tian , Sa Yang , Yihua Shao , Jin Feng , Yue Zhong , Jiakai Zhou , Cheng Tang , Tianyu Zou , Yifang Zhang , Junming Liang , Guoyou Li , Zhaoxiang Wang , Qiang Zhou , Yichen Zhao , Shili Xiong , Hyeongjin Nam , Jaerin Lee , Jaeyoung Chung , JoonKyu Park , Junghun Oh , Kanggeon Lee , Wooseok Lee , Juneyoung Ro , Turghun Osman , Can Hu , Chaoyang Liao , Cheng Chen , Chengcheng Han , Chenhao Qiu , Chong Peng , Cong Xu , Dailin Li , Feiyu Wang , Feng Gao , Guibo Zhu , Guopeng Tang , Haibo Lu , Han Fang , Han Qi , Hanxiao Wu , Haobo Cheng , Hongbo Sun , Hongyao Chen , Huayong Hu , Hui Li , Jiaheng Ma , Jiang Yu , Jianing Wang , Jie Yang , Jing He , Jinglin Zhou , Jingxuan Li , Josef Kittler , Lihao Zheng , Linnan Zhao , Mengxi Jia , Muyang Yan , Nguyen Thanh Thien , Pu Luo , Qi Li , Shien Song , Shijie Dong , Shuai Shao , Shutao Li , Taofeng Xue , Tianyang Xu , Tianyi Gao , Tingting Li , Wei Zhang , Weiyang Su , Xiaodong Dong , Xiao-Jun Wu , Xiaopeng Zhou , Xin Chen , Xin Wei , Xinyi You , Xudong Kang , Xujie Zhou , Xusheng Liu , Yanan Wang , Yanbin Huang , Yang Liu , Yang Yang , Yanglin Deng , Yashu Kang , Ye Yuan , Yi Wen , Yicen Tian , Yilin Tao , Yin Tang , Yipeng Lin , Yiqing Wang , Yiting Xi , Yongkang Yu , Yumei Li , Yuxin Qin , Yuying Chen , Yuzhe Cen , Zhaofan Zou , Zhaohong Liu , Zhehao Shen , Zhenglin Du , Zhengyang Li , Zhenni Huang , Zhenwei Shao , Zhilong Song , Zhiyong Feng , Zhiyu Wang , Zhou Yu , Ziang Li , Zihan Zhai , Zijian Zhang , Ziyang Peng , Ziyun Xiao , Zongshu Li