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Methods tackling multi-object tracking need to estimate the number of targets in the sensing area as well as to estimate their continuous state. While the majority of existing methods focus on data association, precise state (3D pose)…

Computer Vision and Pattern Recognition · Computer Science 2019-10-11 Johannes Groß , Aljosa Osep , Bastian Leibe

We propose MoodNet - A Deep Convolutional Neural Network based architecture to effectively predict the emotion associated with a piece of music given its audio and lyrical content.We evaluate different architectures consisting of varying…

Audio and Speech Processing · Electrical Eng. & Systems 2018-11-15 Aniruddha Bhattacharya , K. V. Kadambari

Generative AI has made significant strides in computer vision, particularly in text-driven image/video synthesis (T2I/T2V). Despite the notable advancements, it remains challenging in human-centric content synthesis such as realistic dance…

Computer Vision and Pattern Recognition · Computer Science 2024-04-08 Tan Wang , Linjie Li , Kevin Lin , Yuanhao Zhai , Chung-Ching Lin , Zhengyuan Yang , Hanwang Zhang , Zicheng Liu , Lijuan Wang

Image harmonization is a critical task in computer vision, which aims to adjust the foreground to make it compatible with the background. Recent works mainly focus on using global transformations (i.e., normalization and color curve…

Computer Vision and Pattern Recognition · Computer Science 2023-05-09 Haoxing Chen , Zhangxuan Gu , Yaohui Li , Jun Lan , Changhua Meng , Weiqiang Wang , Huaxiong Li

Synthesising appropriate choreographies from music remains an open problem. We introduce MDLT, a novel approach that frames the choreography generation problem as a translation task. Our method leverages an existing data set to learn to…

Sound · Computer Science 2024-10-18 André Correia , Luís A. Alexandre

Human mobility data offers valuable insights for many applications such as urban planning and pandemic response, but its use also raises privacy concerns. In this paper, we introduce the Hierarchical and Multi-Resolution Network (HRNet), a…

Cryptography and Security · Computer Science 2024-07-23 Shun Takagi , Li Xiong , Fumiyuki Kato , Yang Cao , Masatoshi Yoshikawa

2D-to-3D human pose lifting is a fundamental challenge for 3D human pose estimation in monocular video, where graph convolutional networks (GCNs) and attention mechanisms have proven to be inherently suitable for encoding the…

Computer Vision and Pattern Recognition · Computer Science 2025-11-04 Kai Zhai , Ziyan Huang , Qiang Nie , Xiang Li , Bo Ouyang

Choreography refers to creation of dance steps and motions for dances according to the latent knowledge in human mind, where the created dance motions are in general style-specific and consistent. So far, such latent style-specific…

Multimedia · Computer Science 2021-05-03 Xinjian Zhang , Yi Xu , Su Yang , Longwen Gao , Huyang Sun

We present Compound Conditioned ControlNet, C3Net, a novel generative neural architecture taking conditions from multiple modalities and synthesizing multimodal contents simultaneously (e.g., image, text, audio). C3Net adapts the ControlNet…

Machine Learning · Computer Science 2023-12-01 Juntao Zhang , Yuehuai Liu , Yu-Wing Tai , Chi-Keung Tang

We propose AuralNet, a novel 3D multi-source binaural sound source localization approach that localizes overlapping sources in both azimuth and elevation without prior knowledge of the number of sources. AuralNet employs a gated…

Audio and Speech Processing · Electrical Eng. & Systems 2025-06-04 Linya Fu , Yu Liu , Zhijie Liu , Zedong Yang , Zhong-Qiu Wang , Youfu Li , He Kong

The synthesis of synchronized audio-visual content is a key challenge in generative AI, with open-source models facing challenges in robust audio-video alignment. Our analysis reveals that this issue is rooted in three fundamental…

Computer Vision and Pattern Recognition · Computer Science 2025-12-01 Teng Hu , Zhentao Yu , Guozhen Zhang , Zihan Su , Zhengguang Zhou , Youliang Zhang , Yuan Zhou , Qinglin Lu , Ran Yi

Generating symphonic music requires simultaneously managing high-level structural form and dense, multi-track orchestration. Existing symbolic models often struggle with a "complexity-control imbalance", in which scaling bottlenecks limit…

Sound · Computer Science 2026-04-29 Xuzheng He , Nan Nan , Zhilin Wang , Ziyue Kang , Zhuoru Mo , Ao Li , Yu Pan , Xiaobing Li , Feng Yu , Xiaohong Guan

Understanding dynamic 3D environment is crucial for robotic agents and many other applications. We propose a novel neural network architecture called $MeteorNet$ for learning representations for dynamic 3D point cloud sequences. Different…

Computer Vision and Pattern Recognition · Computer Science 2020-02-11 Xingyu Liu , Mengyuan Yan , Jeannette Bohg

Generating videos of complex human motions such as flips, cartwheels, and martial arts remains challenging for current video diffusion models. Text-only conditioning is temporally ambiguous for fine-grained motion control, while explicit…

Computer Vision and Pattern Recognition · Computer Science 2026-03-10 Ashkan Taghipour , Morteza Ghahremani , Zinuo Li , Hamid Laga , Farid Boussaid , Mohammed Bennamoun

Creating high-dynamic videos such as motion-rich actions and sophisticated visual effects poses a significant challenge in the field of artificial intelligence. Unfortunately, current state-of-the-art video generation methods, primarily…

Computer Vision and Pattern Recognition · Computer Science 2023-11-21 Yan Zeng , Guoqiang Wei , Jiani Zheng , Jiaxin Zou , Yang Wei , Yuchen Zhang , Hang Li

Recent advancements in audio-video joint generation models have demonstrated impressive capabilities in content creation. However, generating high-fidelity human-centric videos in complex, real-world physical scenes remains a significant…

Computer Vision and Pattern Recognition · Computer Science 2026-04-21 Lei Zhu , Xing Cai , Yingjie Chen , Yiheng Li , Binxin Yang , Hao Liu , Jie Chen , Chen Li , Jing LYu

We present LARNet, a novel end-to-end approach for generating human action videos. A joint generative modeling of appearance and dynamics to synthesize a video is very challenging and therefore recent works in video synthesis have proposed…

Computer Vision and Pattern Recognition · Computer Science 2021-10-28 Naman Biyani , Aayush J Rana , Shruti Vyas , Yogesh S Rawat

Controllable video generation (CVG) has advanced rapidly, yet current systems falter when more than one actor must move, interact, and exchange positions under noisy control signals. We address this gap with DanceTogether, the first…

Computer Vision and Pattern Recognition · Computer Science 2025-05-26 Junhao Chen , Mingjin Chen , Jianjin Xu , Xiang Li , Junting Dong , Mingze Sun , Puhua Jiang , Hongxiang Li , Yuhang Yang , Hao Zhao , Xiaoxiao Long , Ruqi Huang

Audio-visual speaker tracking aims to determine the location of human targets in a scene using signals captured by a multi-sensor platform, whose accuracy and robustness can be improved by multi-modal fusion methods. Recently, several…

Computer Vision and Pattern Recognition · Computer Science 2024-10-10 Yidi Li , Hong Liu , Bing Yang

Music is both an auditory and an embodied phenomenon, closely linked to human motion and naturally expressed through dance. However, most existing audio representations neglect this embodied dimension, limiting their ability to capture…

Sound · Computer Science 2026-01-30 Xuanchen Wang , Heng Wang , Weidong Cai