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Understanding human--environment interactions from egocentric vision is essential for assistive robotics and embodied intelligent agents, yet existing multimodal large language models (MLLMs) still struggle with accurate interaction…

计算机视觉与模式识别 · 计算机科学 2026-05-15 Yuejiao Su , Xinshen Zhang , Zhen Ye , Lei Yao , Lap-Pui Chau , Yi Wang

Egocentric human-object interaction (Ego-HOI) detection is crucial for intelligent agents to understand and assist human activities from a first-person perspective. However, progress has been hindered by the lack of benchmarks and methods…

计算机视觉与模式识别 · 计算机科学 2025-08-27 Kunyuan Deng , Yi Wang , Lap-Pui Chau

Visual grounding associates textual descriptions with objects in an image. Conventional methods target third-person image inputs and named object queries. In applications such as AI assistants, the perspective shifts -- inputs are…

计算机视觉与模式识别 · 计算机科学 2025-04-21 Pengzhan Sun , Junbin Xiao , Tze Ho Elden Tse , Yicong Li , Arjun Akula , Angela Yao

Affordance grounding aims to locate objects' "action possibilities" regions, which is an essential step toward embodied intelligence. Due to the diversity of interactive affordance, the uniqueness of different individuals leads to diverse…

计算机视觉与模式识别 · 计算机科学 2023-05-26 Hongchen Luo , Wei Zhai , Jing Zhang , Yang Cao , Dacheng Tao

Grounding 3D scene affordance aims to locate interactive regions in 3D environments, which is crucial for embodied agents to interact intelligently with their surroundings. Most existing approaches achieve this by mapping semantics to 3D…

计算机视觉与模式识别 · 计算机科学 2024-10-01 Cuiyu Liu , Wei Zhai , Yuhang Yang , Hongchen Luo , Sen Liang , Yang Cao , Zheng-Jun Zha

For efficient human-agent interaction, an agent should proactively recognize their target user and prepare for upcoming interactions. We formulate this challenging problem as the novel task of jointly forecasting a person's intent to…

计算机视觉与模式识别 · 计算机科学 2025-05-09 Tongfei Bian , Yiming Ma , Mathieu Chollet , Victor Sanchez , Tanaya Guha

Natural interaction with virtual objects in AR/VR environments makes for a smooth user experience. Gestures are a natural extension from real world to augmented space to achieve these interactions. Finding discriminating spatio-temporal…

计算机视觉与模式识别 · 计算机科学 2018-08-17 Tejo Chalasani , Jan Ondrej , Aljosa Smolic

Vision-Language Models (VLMs) frequently misread values, hallucinate details, and confuse overlapping elements in charts. Current approaches rely solely on pixel interpretation, creating a Pixel-Only Bottleneck: agents treat interactive…

计算与语言 · 计算机科学 2026-04-24 Yiyang Lu , Woong Shin , Ahmad Maroof Karimi , Feiyi Wang , Jie Ren , Evgenia Smirni

Touch contact and pressure are essential for understanding how humans interact with and manipulate objects, insights which can significantly benefit applications in mixed reality and robotics. However, estimating these interactions from an…

计算机视觉与模式识别 · 计算机科学 2024-12-05 Yiming Zhao , Taein Kwon , Paul Streli , Marc Pollefeys , Christian Holz

Long context egocentric video understanding has recently attracted significant research attention, with augmented reality (AR) highlighted as one of its most important application domains. Nevertheless, the task remains highly challenging…

机器学习 · 计算机科学 2026-04-10 Qiance Tang , Ziqi Wang , Jieyu Lin , Ziyun Li , Barbara De Salvo , Sai Qian Zhang

Egocentric assistants often rely on first-person view data to capture user behavior and context for personalized services. Since different users exhibit distinct habits, preferences, and routines, such personalization is essential for truly…

计算机视觉与模式识别 · 计算机科学 2026-04-23 Yanshuo Wang , Yuan Xu , Xuesong Li , Jie Hong , Yizhou Wang , Chang Wen Chen , Wentao Zhu

To achieve the long-term goal of machines being able to engage humans in conversation, our models should captivate the interest of their speaking partners. Communication grounded in images, whereby a dialogue is conducted based on a given…

计算与语言 · 计算机科学 2020-05-01 Kurt Shuster , Samuel Humeau , Antoine Bordes , Jason Weston

Graphical User Interface (GUI) task automation constitutes a critical frontier in artificial intelligence research. While effective GUI agents synergistically integrate planning and grounding capabilities, current methodologies exhibit two…

人工智能 · 计算机科学 2025-11-17 Yuan Zhao , Hualei Zhu , Tingyu Jiang , Shen Li , Xiaohang Xu , Hao Henry Wang

Affordance grounding, a task to ground (i.e., localize) action possibility region in objects, which faces the challenge of establishing an explicit link with object parts due to the diversity of interactive affordance. Human has the ability…

计算机视觉与模式识别 · 计算机科学 2022-03-21 Hongchen Luo , Wei Zhai , Jing Zhang , Yang Cao , Dacheng Tao

With the rapid development of artificial intelligence technologies and wearable devices, egocentric vision understanding has emerged as a new and challenging research direction, gradually attracting widespread attention from both academia…

计算机视觉与模式识别 · 计算机科学 2025-09-25 Xiang Li , Heqian Qiu , Lanxiao Wang , Hanwen Zhang , Chenghao Qi , Linfeng Han , Huiyu Xiong , Hongliang Li

Understanding affect is central to anticipating human behavior, yet current egocentric vision benchmarks largely ignore the person's emotional states that shape their decisions and actions. Existing tasks in egocentric perception focus on…

计算机视觉与模式识别 · 计算机科学 2026-02-25 Matthias Jammot , Björn Braun , Paul Streli , Rafael Wampfler , Christian Holz

Empathetic Response Generation (ERG) is one of the key tasks of the affective computing area, which aims to produce emotionally nuanced and compassionate responses to user's queries. However, existing ERG research is predominantly confined…

多媒体 · 计算机科学 2025-02-10 Han Zhang , Zixiang Meng , Meng Luo , Hong Han , Lizi Liao , Erik Cambria , Hao Fei

Ambiguity is ubiquitous in human communication. Previous approaches in Human-Robot Interaction (HRI) have often relied on predefined interaction templates, leading to reduced performance in realistic and open-ended scenarios. To address…

机器人学 · 计算机科学 2023-10-19 Hanbo Zhang , Jie Xu , Yuchen Mo , Tao Kong

Remote sensing has become critical for understanding environmental dynamics, urban planning, and disaster management. However, traditional remote sensing workflows often rely on explicit segmentation or detection methods, which struggle to…

计算机视觉与模式识别 · 计算机科学 2025-04-15 Kaiyu Li , Zepeng Xin , Li Pang , Chao Pang , Yupeng Deng , Jing Yao , Guisong Xia , Deyu Meng , Zhi Wang , Xiangyong Cao

Long-term action anticipation from egocentric video is critical for applications such as human-computer interaction and assistive technologies, where anticipating user intent enables proactive and context-aware AI assistance. However,…

计算机视觉与模式识别 · 计算机科学 2025-11-18 Qiaohui Chu , Haoyu Zhang , Meng Liu , Yisen Feng , Haoxiang Shi , Liqiang Nie
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