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Despite significant strides in medical foundation models, the ultrasound domain lacks a comprehensive solution capable of bridging low-level Ultrasound Grounded Perception (e.g., segmentation, localization) and high-level Ultrasound…

计算机视觉与模式识别 · 计算机科学 2025-12-01 Dengbo Chen , Ziwei Zhao , Kexin Zhang , Shishuang Zhao , Junjie Hou , Yaqian Wang , Nianxi Liao , Anlan Sun , Fei Gao , Jia Ding , Yuhang Liu , Dong Wang

Embodied navigation has long been fragmented by task-specific architectures. We introduce ABot-N0, a unified Vision-Language-Action (VLA) foundation model that achieves a ``Grand Unification'' across 5 core tasks: Point-Goal, Object-Goal,…

In this paper, we introduce SPA, a novel representation learning framework that emphasizes the importance of 3D spatial awareness in embodied AI. Our approach leverages differentiable neural rendering on multi-view images to endow a vanilla…

计算机视觉与模式识别 · 计算机科学 2025-03-04 Haoyi Zhu , Honghui Yang , Yating Wang , Jiange Yang , Limin Wang , Tong He

Autonomous on-orbit servicing demands embodied agents that perceive through visual sensors, reason about 3D spatial situations, and execute multi-phase tasks over extended horizons. We present SpaceMind, a modular and self-evolving…

机器人学 · 计算机科学 2026-04-17 Aodi Wu , Haodong Han , Xubo Luo , Ruisuo Wang , Shan He , Xue Wan

Large language models (LLMs) and vision language models (VLMs), such as DeepSeek R1,OpenAI o3, and Gemini 2.5 Pro, have demonstrated remarkable reasoning capabilities across logical inference, problem solving, and decision making. However,…

人工智能 · 计算机科学 2025-11-19 Xiaoxing Lian , Aidong Yang , Jun Zhu , Peng Wang , Yue Zhang

Recent advancements in Large Vision-Language Models (VLMs) have demonstrated exceptional semantic understanding, yet these models consistently struggle with spatial reasoning, often failing at fundamental geometric tasks such as depth…

计算机视觉与模式识别 · 计算机科学 2026-05-13 Zishan Liu , Ruoxi Zang , Yanglin Zhang , Wei Liu , Yin Zhang , Jian Yao , Jiayin Zheng , Zhengzhe Liu

Electroencephalogram (EEG)-based brain-computer interfaces (BCIs) are widely adopted due to their efficiency and portability; however, their decoding algorithms still face multiple challenges, including inadequate generalization,…

人机交互 · 计算机科学 2026-01-12 Tianwang Jia , Xiaoqing Chen , Dongrui Wu

Cross-embodiment learning seeks to build generalist robots that operate across diverse morphologies, but differences in action spaces and kinematics hinder data sharing and policy transfer. This raises a central question: Is there any…

机器人学 · 计算机科学 2025-11-11 Zihao He , Bo Ai , Tongzhou Mu , Yulin Liu , Weikang Wan , Jiawei Fu , Yilun Du , Henrik I. Christensen , Hao Su

The majority of AI models in imaging and vision are customized to perform on specific high-precision task. However, this strategy is inefficient for applications with a series of modular tasks, since each requires a mapping into a disparate…

计算机视觉与模式识别 · 计算机科学 2025-09-26 Jing Li , Oskar Bartosz , Chengyu Wang , Michal Wnuczynski , Dilshan Godaliyadda , Michael Polley

Recent advancements in Multimodal Large Language Models (MLLMs) have significantly enhanced performance on 2D visual tasks. However, improving their spatial intelligence remains a challenge. Existing 3D MLLMs always rely on additional 3D or…

计算机视觉与模式识别 · 计算机科学 2026-05-20 Diankun Wu , Fangfu Liu , Yi-Hsin Hung , Yueqi Duan

Spatial understanding is a critical capability for vision foundation models. While recent advances in large vision models or vision-language models (VLMs) have expanded recognition capabilities, most benchmarks emphasize localization…

Generalization in embodied AI is hindered by the "seeing-to-doing gap," which stems from data scarcity and embodiment heterogeneity. To address this, we pioneer "pointing" as a unified, embodiment-agnostic intermediate representation,…

机器人学 · 计算机科学 2026-04-07 Yifu Yuan , Haiqin Cui , Yaoting Huang , Yibin Chen , Fei Ni , Zibin Dong , Pengyi Li , Yan Zheng , Hongyao Tang , Jianye Hao

The pursuit of general-purpose embodied agents is hindered by fragmented evaluation protocols that isolate navigation skills and fixate on specific robot morphologies, failing to reflect real-world scenarios where agents must orchestrate…

机器人学 · 计算机科学 2026-05-12 Samson Sun , Tianyi Yang , Tengyue Wang , Yikai Xue , Zhengjie Xu , Lingming Zhang , Qichen Zhang , Chao Liang , Zhipeng Zhang

In this paper, we propose AUKAI, an Adaptive Unified Knowledge-Action Intelligence for embodied cognition that seamlessly integrates perception, memory, and decision-making via multi-scale error feedback. Interpreting AUKAI as an embedded…

机器人学 · 计算机科学 2025-03-04 Maijunxian Wang

Recent advances in multimodal large language models (MLLMs) have opened new opportunities for embodied intelligence, enabling multimodal understanding, reasoning, and interaction, as well as continuous spatial decision-making. Nevertheless,…

We propose Embodied AI as the next fundamental step in the pursuit of Artificial General Intelligence, juxtaposing it against current AI advancements, particularly Large Language Models. We traverse the evolution of the embodiment concept…

人工智能 · 计算机科学 2024-09-16 Giuseppe Paolo , Jonas Gonzalez-Billandon , Balázs Kégl

Spatial reasoning remains a fundamental challenge for Vision-Language Models (VLMs), with current approaches struggling to achieve robust performance despite recent advances. We identify that this limitation stems from a critical gap:…

计算机视觉与模式识别 · 计算机科学 2025-10-10 Hongxing Li , Dingming Li , Zixuan Wang , Yuchen Yan , Hang Wu , Wenqi Zhang , Yongliang Shen , Weiming Lu , Jun Xiao , Yueting Zhuang

Humans can perform complex tasks with long-term objectives by planning, reasoning, and forecasting outcomes of actions. For embodied agents to achieve similar capabilities, they must gain knowledge of the environment transferable to novel…

机器学习 · 计算机科学 2024-10-01 Shu Ishida

Embodied Artificial Intelligence (AI) is an intelligent system paradigm for achieving Artificial General Intelligence (AGI), serving as the cornerstone for various applications and driving the evolution from cyberspace to physical systems.…

人工智能 · 计算机科学 2025-09-25 Tongtong Feng , Xin Wang , Yu-Gang Jiang , Wenwu Zhu

A large body of compelling evidence has been accumulated demonstrating that embodiment - the agent's physical setup, including its shape, materials, sensors and actuators - is constitutive for any form of cognition and as a consequence,…

人工智能 · 计算机科学 2021-10-20 Matej Hoffmann , Rolf Pfeifer