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相关论文: FlowAct-R1: Towards Interactive Humanoid Video Gen…

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We present Action Agent, a two-stage framework that unifies agentic navigation video generation with flow-constrained diffusion control for multi-embodiment robot navigation. In Stage I, a large language model (LLM) acts as an orchestration…

机器人学 · 计算机科学 2026-05-05 Jeffrin Sam , Nguyen Khang , Yara Mahmoud , Miguel Altamirano Cabrera , Dzmitry Tsetserukou

Generating realistic and controllable human motions, particularly those involving rich multi-character interactions, remains a significant challenge due to data scarcity and the complexities of modeling inter-personal dynamics. To address…

计算机视觉与模式识别 · 计算机科学 2025-06-18 Ruihao Xi , Xuekuan Wang , Yongcheng Li , Shuhua Li , Zichen Wang , Yiwei Wang , Feng Wei , Cairong Zhao

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 introduce $\textit{InteractiveVideo}$, a user-centric framework for video generation. Different from traditional generative approaches that operate based on user-provided images or text, our framework is designed for dynamic interaction,…

计算机视觉与模式识别 · 计算机科学 2024-02-06 Yiyuan Zhang , Yuhao Kang , Zhixin Zhang , Xiaohan Ding , Sanyuan Zhao , Xiangyu Yue

Autoregressive (AR) diffusion models offer a promising framework for sequential generation tasks such as video synthesis by combining diffusion modeling with causal inference. Although they support streaming generation, existing AR…

计算机视觉与模式识别 · 计算机科学 2026-03-20 Dingcheng Zhen , Xu Zheng , Ruixin Zhang , Zhiqi Jiang , Yichao Yan , Ming Tao , Shunshun Yin

Synthesizing human--object interaction (HOI) videos has broad practical value in e-commerce, digital advertising, and virtual marketing. However, current diffusion models, despite their photorealistic rendering capability, still frequently…

计算机视觉与模式识别 · 计算机科学 2026-04-22 Xiangyang Luo , Xiaozhe Xin , Tao Feng , Xu Guo , Meiguang Jin , Junfeng Ma

We present FloodDiffusion, a new framework for text-driven, streaming human motion generation. Given time-varying text prompts, FloodDiffusion generates text-aligned, seamless motion sequences with real-time latency. Unlike existing methods…

计算机视觉与模式识别 · 计算机科学 2026-02-09 Yiyi Cai , Yuhan Wu , Kunhang Li , You Zhou , Bo Zheng , Haiyang Liu

Diffusion models have transformed the image-to-image (I2I) synthesis and are now permeating into videos. However, the advancement of video-to-video (V2V) synthesis has been hampered by the challenge of maintaining temporal consistency…

计算机视觉与模式识别 · 计算机科学 2024-01-01 Feng Liang , Bichen Wu , Jialiang Wang , Licheng Yu , Kunpeng Li , Yinan Zhao , Ishan Misra , Jia-Bin Huang , Peizhao Zhang , Peter Vajda , Diana Marculescu

Human motion video generation has advanced significantly, while existing methods still struggle with accurately rendering detailed body parts like hands and faces, especially in long sequences and intricate motions. Current approaches also…

计算机视觉与模式识别 · 计算机科学 2025-08-05 Qijun Gan , Yi Ren , Chen Zhang , Zhenhui Ye , Pan Xie , Xiang Yin , Zehuan Yuan , Bingyue Peng , Jianke Zhu

A long-standing objective in humanoid robotics is the realization of versatile agents capable of following diverse multimodal instructions with human-level flexibility. Despite advances in humanoid control, bridging high-level multimodal…

计算机视觉与模式识别 · 计算机科学 2026-01-01 Nan Jiang , Zimo He , Wanhe Yu , Lexi Pang , Yunhao Li , Hongjie Li , Jieming Cui , Yuhan Li , Yizhou Wang , Yixin Zhu , Siyuan Huang

Streaming video effect generation is highly desirable for live human-centric applications such as e-commerce streaming, entertainment, and vlogging, yet remains difficult due to the lack of suitable data and deployable editing models.…

计算机视觉与模式识别 · 计算机科学 2026-05-19 Yiren Song , Cheng Liu , Yuxin Jiang , Mike Zheng Shou

Modeling and synthesizing complex hand-object interactions remains a significant challenge, even for state-of-the-art physics engines. Conventional simulation-based approaches rely on explicitly defined rigid object models and pre-scripted…

计算机视觉与模式识别 · 计算机科学 2025-12-02 Zisu Li , Hengye Lyu , Jiaxin Shi , Yufeng Zeng , Mingming Fan , Hanwang Zhang , Chen Liang

We present a novel approach for generating 360-degree high-quality, spatio-temporally coherent human videos from a single image. Our framework combines the strengths of diffusion transformers for capturing global correlations across…

计算机视觉与模式识别 · 计算机科学 2024-09-25 Ruizhi Shao , Youxin Pang , Zerong Zheng , Jingxiang Sun , Yebin Liu

In e-commerce and digital marketing, generating high-fidelity human-product demonstration videos is important for effective product presentation. However, most existing frameworks either fail to preserve the identities of both humans and…

计算机视觉与模式识别 · 计算机科学 2025-08-28 Lizhen Wang , Zhurong Xia , Tianshu Hu , Pengrui Wang , Pengfei Wei , Zerong Zheng , Ming Zhou , Yuan Zhang , Mingyuan Gao

We propose technology to enable a new medium of expression, where video elements can be looped, merged, and triggered, interactively. Like audio, video is easy to sample from the real world but hard to segment into clean reusable elements.…

Real-time, streaming interactive avatars represent a critical yet challenging goal in digital human research. Although diffusion-based human avatar generation methods achieve remarkable success, their non-causal architecture and high…

计算机视觉与模式识别 · 计算机科学 2026-03-31 Zhiyao Sun , Ziqiao Peng , Yifeng Ma , Yi Chen , Zhengguang Zhou , Zixiang Zhou , Guozhen Zhang , Youliang Zhang , Yuan Zhou , Qinglin Lu , Yong-Jin Liu

Current datasets for action recognition tasks face limitations stemming from traditional collection and generation methods, including the constrained range of action classes, absence of multi-viewpoint recordings, limited diversity, poor…

计算机视觉与模式识别 · 计算机科学 2024-01-25 Xingyu Song , Zhan Li , Shi Chen , Kazuyuki Demachi

Recent diffusion-based human image animation techniques have demonstrated impressive success in synthesizing videos that faithfully follow a given reference identity and a sequence of desired movement poses. Despite this, there are still…

计算机视觉与模式识别 · 计算机科学 2024-06-04 Xiang Wang , Shiwei Zhang , Changxin Gao , Jiayu Wang , Xiaoqiang Zhou , Yingya Zhang , Luxin Yan , Nong Sang

Human video synthesis aims to create lifelike characters in various environments, with wide applications in VR, storytelling, and content creation. While 2D diffusion-based methods have made significant progress, they struggle to generalize…

计算机视觉与模式识别 · 计算机科学 2024-12-19 Liyuan Cui , Xiaogang Xu , Wenqi Dong , Zesong Yang , Hujun Bao , Zhaopeng Cui

Humanoid control systems have made significant progress in recent years, yet modeling fluent interaction-rich behavior between a robot, its surrounding environment, and task-relevant objects remains a fundamental challenge. This difficulty…

机器人学 · 计算机科学 2026-05-01 Yanghao Zhou , Jingyu Ma , Yibo Peng , Zhenguo Sun , Yu Bai , Börje F. Karlsson
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