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High-quality 3D assets are essential for VR/AR, industrial design, and entertainment, motivating growing interest in generative models that create 3D content from user prompts. Most existing 3D generators, however, rely on a single…

计算机视觉与模式识别 · 计算机科学 2026-03-24 Jiazhong Cen , Jiemin Fang , Sikuang Li , Guanjun Wu , Chen Yang , Taoran Yi , Zanwei Zhou , Zhikuan Bao , Lingxi Xie , Wei Shen , Qi Tian

While recent image-based human animation methods achieve realistic body and facial motion synthesis, critical gaps remain in fine-grained holistic controllability, multi-scale adaptability, and long-term temporal coherence, which leads to…

计算机视觉与模式识别 · 计算机科学 2025-04-22 Yuxuan Luo , Zhengkun Rong , Lizhen Wang , Longhao Zhang , Tianshu Hu , Yongming Zhu

We present a unified and generalizable framework for synthesizing view-consistent and temporally coherent avatars from a single image, addressing the challenging task of single-image avatar generation. Existing diffusion-based methods often…

计算机视觉与模式识别 · 计算机科学 2025-08-05 Yixing Lu , Junting Dong , Youngjoong Kwon , Qin Zhao , Bo Dai , Fernando De la Torre

We propose MAViD, a novel Multimodal framework for Audio-Visual Dialogue understanding and generation. Existing approaches primarily focus on non-interactive systems and are limited to producing constrained and unnatural human speech. The…

计算机视觉与模式识别 · 计算机科学 2026-03-10 Youxin Pang , Jiajun Liu , Lingfeng Tan , Yong Zhang , Feng Gao , Xiang Deng , Zhuoliang Kang , Xiaoming Wei , Yebin Liu

Synthesizing diverse and physically plausible Human-Scene Interactions (HSI) is pivotal for both computer animation and embodied AI. Despite encouraging progress, current methods mainly focus on developing separate controllers, each…

计算机视觉与模式识别 · 计算机科学 2025-04-04 Liang Pan , Zeshi Yang , Zhiyang Dou , Wenjia Wang , Buzhen Huang , Bo Dai , Taku Komura , Jingbo Wang

For human action understanding, a popular research direction is to analyze short video clips with unambiguous semantic content, such as jumping and drinking. However, methods for understanding short semantic actions cannot be directly…

计算机视觉与模式识别 · 计算机科学 2021-11-23 Kenneth Li , Xiao Sun , Zhirong Wu , Fangyun Wei , Stephen Lin

While Unified Multimodal Models (UMMs) have achieved remarkable success in cross-modal comprehension, a significant gap persists in their ability to leverage such internal knowledge for high-quality generation. We formalize this discrepancy…

计算机视觉与模式识别 · 计算机科学 2026-01-09 Ruiyan Han , Zhen Fang , XinYu Sun , Yuchen Ma , Ziheng Wang , Yu Zeng , Zehui Chen , Lin Chen , Wenxuan Huang , Wei-Jie Xu , Yi Cao , Feng Zhao

Multi-modal learning from video data has seen increased attention recently as it allows to train semantically meaningful embeddings without human annotation enabling tasks like zero-shot retrieval and classification. In this work, we…

计算机视觉与模式识别 · 计算机科学 2022-08-19 Nina Shvetsova , Brian Chen , Andrew Rouditchenko , Samuel Thomas , Brian Kingsbury , Rogerio Feris , David Harwath , James Glass , Hilde Kuehne

Audio-driven portrait animation aims to synthesize portrait videos that are conditioned by given audio. Animating high-fidelity and multimodal video portraits has a variety of applications. Previous methods have attempted to capture…

计算机视觉与模式识别 · 计算机科学 2023-07-20 Yunfei Liu , Lijian Lin , Fei Yu , Changyin Zhou , Yu Li

Personalized models have demonstrated remarkable success in understanding and generating concepts provided by users. However, existing methods use separate concept tokens for understanding and generation, treating these tasks in isolation.…

计算机视觉与模式识别 · 计算机科学 2025-10-21 Ruichuan An , Sihan Yang , Renrui Zhang , Zijun Shen , Ming Lu , Gaole Dai , Hao Liang , Ziyu Guo , Shilin Yan , Yulin Luo , Bocheng Zou , Chaoqun Yang , Wentao Zhang

Human motion video generation has garnered significant research interest due to its broad applications, enabling innovations such as photorealistic singing heads or dynamic avatars that seamlessly dance to music. However, existing surveys…

Human-centric video customization, particularly at the garment level, has shown significant commercial value. However, existing approaches cannot support low-latency and interactive garment control, which is crucial for applications such as…

计算机视觉与模式识别 · 计算机科学 2026-05-18 Quanjian Song , Yefeng Shen , Mengting Chen , Hao Sun , Jinsong Lan , Xiaoyong Zhu , Bo Zheng , Liujuan Cao

Many everyday tasks, ranging from appliance repair and cooking to car maintenance, require expert knowledge, particularly for complex, multi-step procedures. Despite growing interest in AI agents for augmented reality (AR) assistance,…

计算机视觉与模式识别 · 计算机科学 2026-02-03 Lavisha Aggarwal , Vikas Bahirwani , Andrea Colaco

Person identification systems often rely on audio, visual, or behavioral cues, but real-world conditions frequently present with missing or degraded modalities. To address this challenge, we propose a multimodal person identification…

计算机视觉与模式识别 · 计算机科学 2026-01-28 Aref Farhadipour , Teodora Vukovic , Volker Dellwo , Petr Motlicek , Srikanth Madikeri

Creating a realistic animatable avatar from a single static portrait remains challenging. Existing approaches often struggle to capture subtle facial expressions, the associated global body movements, and the dynamic background. To address…

计算机视觉与模式识别 · 计算机科学 2025-04-08 Mengchao Wang , Qiang Wang , Fan Jiang , Yaqi Fan , Yunpeng Zhang , Yonggang Qi , Kun Zhao , Mu Xu

The development of generative artificial intelligence for human motion generation has expanded rapidly, necessitating a unified evaluation framework. This paper presents a detailed review of eight evaluation metrics for human motion…

计算机视觉与模式识别 · 计算机科学 2024-05-14 Ali Ismail-Fawaz , Maxime Devanne , Stefano Berretti , Jonathan Weber , Germain Forestier

Understanding action correspondence between humans and robots is essential for evaluating alignment in decision-making, particularly in human-robot collaboration and imitation learning within unstructured environments. We propose a…

机器人学 · 计算机科学 2025-04-17 Azizul Zahid , Jie Fan , Farong Wang , Ashton Dy , Sai Swaminathan , Fei Liu

Multimodality-to-Multiaudio (MM2MA) generation faces significant challenges in synthesizing diverse and contextually aligned audio types (e.g., sound effects, speech, music, and songs) from multimodal inputs (e.g., video, text, images),…

声音 · 计算机科学 2025-08-06 Yan Rong , Jinting Wang , Guangzhi Lei , Shan Yang , Li Liu

Generating realistic human-human interactions is a challenging task that requires not only high-quality individual body and hand motions, but also coherent coordination among all interactants. Due to limitations in available data and…

计算机视觉与模式识别 · 计算机科学 2026-03-30 Pablo Ruiz-Ponce , Sergio Escalera , José García-Rodríguez , Jiankang Deng , Rolandos Alexandros Potamias

With increasing information from social media, there are more and more videos available. Therefore, the ability to reason on a video is important and deserves to be discussed. TheDialog System Technology Challenge (DSTC7) (Yoshino et al.…

计算与语言 · 计算机科学 2019-08-23 Kuan-Yen Lin , Chao-Chun Hsu , Yun-Nung Chen , Lun-Wei Ku