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We present EmbodiedHead, a speech-driven talking-head framework that equips LLMs with real-time visual avatars for conversation. A practical embodied avatar must achieve real-time generation, unified listening-speaking behavior, and high…

计算机视觉与模式识别 · 计算机科学 2026-04-21 Yu Zhang , Kaiyuan Shen , Yang Li

In recent years, open-vocabulary (OV) dense visual prediction (such as OV object detection, semantic, instance and panoptic segmentations) has attracted increasing research attention. However, most of existing approaches are task-specific…

计算机视觉与模式识别 · 计算机科学 2023-08-21 Hengcan Shi , Munawar Hayat , Jianfei Cai

Recognizing the sounding objects in scenes is a longstanding objective in embodied AI, with diverse applications in robotics and AR/VR/MR. To that end, Audio-Visual Segmentation (AVS), taking as condition an audio signal to identify the…

计算机视觉与模式识别 · 计算机科学 2025-10-22 Artem Sokolov , Swapnil Bhosale , Xiatian Zhu

Map representations learned by expert demonstrations have shown promising research value. However, the field of visual navigation still faces challenges due to the lack of real-world human-navigation datasets that can support efficient,…

计算机视觉与模式识别 · 计算机科学 2025-02-25 Faith Johnson , Bryan Bo Cao , Kristin Dana , Shubham Jain , Ashwin Ashok

Vision-and-Language Navigation (VLN) is the task that requires an agent to navigate through the environment based on natural language instructions. At each step, the agent takes the next action by selecting from a set of navigable…

计算机视觉与模式识别 · 计算机科学 2023-04-12 Jialu Li , Mohit Bansal

Vision-and-language navigation (VLN) is a task in which an agent is embodied in a realistic 3D environment and follows an instruction to reach the goal node. While most of the previous studies have built and investigated a discriminative…

计算与语言 · 计算机科学 2020-10-09 Shuhei Kurita , Kyunghyun Cho

Vision-and-language navigation (VLN) stands as a key research problem of Embodied AI, aiming at enabling agents to navigate in unseen environments following linguistic instructions. In this field, generalization is a long-standing…

计算机视觉与模式识别 · 计算机科学 2024-07-02 Jiazhao Zhang , Kunyu Wang , Rongtao Xu , Gengze Zhou , Yicong Hong , Xiaomeng Fang , Qi Wu , Zhizheng Zhang , He Wang

Multimodal audiovisual perception can enable new avenues for robotic manipulation, from better material classification to the imitation of demonstrations for which only audio signals are available (e.g., playing a tune by ear). However, to…

机器人学 · 计算机科学 2026-03-09 Luca Macesanu , Boueny Folefack , Samik Singh , Ruchira Ray , Ben Abbatematteo , Roberto Martín-Martín

We introduce a new system for data-driven audio sound model design built around two different neural network architectures, a Generative Adversarial Network(GAN) and a Recurrent Neural Network (RNN), that takes advantage of the unique…

声音 · 计算机科学 2022-06-28 Lonce Wyse , Purnima Kamath , Chitralekha Gupta

Navigating dynamic urban environments presents significant challenges for embodied agents, requiring advanced spatial reasoning and adherence to common-sense norms. Despite progress, existing visual navigation methods struggle in map-free…

计算机视觉与模式识别 · 计算机科学 2025-04-23 Xinhao Liu , Jintong Li , Yicheng Jiang , Niranjan Sujay , Zhicheng Yang , Juexiao Zhang , John Abanes , Jing Zhang , Chen Feng

In this paper, we propose GTA-VLA(Guide, Think, Act), an interactive Vision-Language-Action (VLA) framework that enables spatially steerable embodied reasoning by allowing users to guide robot policies with explicit visual cues. Existing…

机器人学 · 计算机科学 2026-05-14 Yiran Ling , Qing Lian , Jinghang Li , Qing Jiang , Tianming Zhang , Xiaoke Jiang , Chuanxiu Liu , Jie Liu , Lei Zhang

While embodied agents have made significant progress in performing complex physical tasks, real-world applications demand more than pure task execution. The agents must collaborate with unfamiliar agents and human users, whose goals are…

机器人学 · 计算机科学 2025-09-30 Yuanfei Wang , Xinju Huang , Fangwei Zhong , Yaodong Yang , Yizhou Wang , Yuanpei Chen , Hao Dong

VALAN is a lightweight and scalable software framework for deep reinforcement learning based on the SEED RL architecture. The framework facilitates the development and evaluation of embodied agents for solving grounded language…

机器学习 · 计算机科学 2019-12-09 Larry Lansing , Vihan Jain , Harsh Mehta , Haoshuo Huang , Eugene Ie

Human speech processing is inherently multimodal, where visual cues (lip movements) help to better understand the speech in noise. Lip-reading driven speech enhancement significantly outperforms benchmark audio-only approaches at low…

计算机视觉与模式识别 · 计算机科学 2019-09-24 Ahsan Adeel , Mandar Gogate , Amir Hussain

Audio visual segmentation (AVS) aims to segment the sounding objects for each frame of a given video. To distinguish the sounding objects from silent ones, both audio-visual semantic correspondence and temporal interaction are required. The…

计算机视觉与模式识别 · 计算机科学 2023-09-19 Shaofei Huang , Han Li , Yuqing Wang , Hongji Zhu , Jiao Dai , Jizhong Han , Wenge Rong , Si Liu

We present RAVEN an adaptive AI agent framework designed for multimodal entity discovery and retrieval in large-scale video collections. Synthesizing information across visual, audio, and textual modalities, RAVEN autonomously processes…

信息检索 · 计算机科学 2025-04-10 Kevin Dela Rosa

In this work, we study Cooperative Spatial Intelligence, the ability of decentralized embodied agents to coordinate effectively under dynamic environmental constraints across city-scale outdoor domains. We introduce Sentinel Challenge, a…

计算机视觉与模式识别 · 计算机科学 2026-05-27 Xiangye Lin , Hongxin Zhang , Ruxi Deng , Qinhong Zhou , Chuang Gan

Audio-visual navigation represents a significant area of research in which intelligent agents utilize egocentric visual and auditory perceptions to identify audio targets. Conventional navigation methodologies typically adopt a staged…

人工智能 · 计算机科学 2025-10-01 Hailong Zhang , Yinfeng Yu , Liejun Wang , Fuchun Sun , Wendong Zheng

Language-guided embodied navigation requires an agent to interpret object-referential instructions, search across multiple rooms, localize the referenced target, and execute reliable motion toward it. Existing systems remain limited in real…

机器人学 · 计算机科学 2026-03-19 Zhongyuang Liu , Min He , Shaonan Yu , Xinhang Xu , Muqing Cao , Jianping Li , Jianfei Yang , Lihua Xie

Audio-Visual Question Answering (AVQA) is a challenging multimodal reasoning task requiring intelligent systems to answer natural language queries based on paired audio-video inputs accurately. However, existing AVQA approaches often suffer…

多媒体 · 计算机科学 2025-04-03 Jie Ma , Zhitao Gao , Qi Chai , Jun Liu , Pinghui Wang , Jing Tao , Zhou Su